{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<!-- （勿改动，执行即可）执行更改背景 -->\n",
       "<link rel=\"stylesheet\" href=\"exam.css\" type=\"text/css\">\n",
       "<h1 style=\"color: red;\">注意单元格的第一行不能改动，否则会影响自动打分</h1>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "%%html\n",
    "<!-- （勿改动，执行即可）执行更改背景 -->\n",
    "<link rel=\"stylesheet\" href=\"exam.css\" type=\"text/css\">\n",
    "<h1 style=\"color: red;\">注意单元格的第一行不能改动，否则会影响自动打分</h1>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "# Python 期中考（B卷）：目前工作目录C:\\Users\\2SXL20300\n",
       "* 共6题，每题20分，80分及格，最高分120，作题时间90分钟。\n",
       "*  答题格首行如 ***# 003*** 勿删除或改动 \n",
       "* 可先挑难度较易的题先做，🌶个数愈高愈难\n",
       "* 执行一格格，最后一格可回报分数（仅供参考）\n",
       " ##提交此.ipynb档，必检查： \n",
       "   * 档名✍B_学号✍（只能用半角数字9码）\n",
       "   *  下格 输入学号（半角数字9码） \n",
       "\n",
       "\n",
       "# 🛂输入学号🛂"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 始001（勿改动，执行即可）\n",
    "e = %env\n",
    "_which_= \"B\"  # 卷号\n",
    "import PandasCourse as PC\n",
    "from IPython.display import Markdown\n",
    "Markdown(PC.msgs['opening'].format(w=_which_, d=e['HOMEDRIVE']+ e['HOMEPATH']))    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 本试题参考数据信息：    \n",
    "> 1. df_C1:  作者地址(Author Address)         \n",
    "> 2. text:  所有作者地址 **文本数据**     \n",
    "> 3. info: 所有作者地址 **列表数据**\n",
    "> 4. AU: 作者数据信息 **列表数据**\n",
    "\n",
    "* **勿改动部分如稍有不慎改动，请重新下载该文件，浪费时间后果自负**\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 0-1 数据准备\n",
    "# （勿改动，执行即可） 请观察text文本后再进行答题\n",
    "import pandas as pd\n",
    "df = pd.read_csv(\"WOS_2021.csv\",index_col=[0])\n",
    "df_C1 = df[['PY','C1']]\n",
    "text = '; '.join(df_C1.fillna(\"0\")['C1'].tolist())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q1（20分） 🌶 易\n",
    "* 查找<font style=\"color:red\">\"China\"</font>的次数\n",
    "\n",
    "--------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "140"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# A-1 查找\"China\"的次数\n",
    "phrase = \"China\"\n",
    "freq_table_phrase = text.count(phrase)\n",
    "freq_table_phrase"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q2 （20分） 🌶 易\n",
    "\n",
    "------------\n",
    "* 用英文 <font style=\"color:red\">\"; \\[ \"</font> 拆分,生成list_split列表，每一个句子将成为列表中独立的元素\n",
    "* 答案示例：\n",
    "```\n",
    "['[Han, Xueying; Stocking, Galen; Gebbie, Matthew A.; Appelbaum, Richard P.] Univ Calif Santa Barbara, Ctr Nanotechnol Soc, Santa Barbara, CA 93106 USA',\n",
    " 'Stocking, Galen] Univ Calif Santa Barbara, Dept Polit Sci, Santa Barbara, CA 93106 USA',\n",
    " 'Gebbie, Matthew A.] Univ Calif Santa Barbara, Dept Mat, Santa Barbara, CA 93106 USA',\n",
    " 'Appelbaum, Richard P.] Univ Calif Santa Barbara, Global & Int Studies, Santa Barbara, CA 93106 USA',\n",
    " 'De Castell, Suzanne] Univ Ontario, Inst Technol, Fac Educ, 11 Simcoe St N, Oshawa, ON L1H 7L7, Canada',\n",
    " 'Larios, Hector] Simon Fraser Univ, Sch Interact Arts Technol, Surrey, BC V3T 0A3, Canada',\n",
    " ...省略]\n",
    "```\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['[Han, Xueying; Stocking, Galen; Gebbie, Matthew A.; Appelbaum, Richard P.] Univ Calif Santa Barbara, Ctr Nanotechnol Soc, Santa Barbara, CA 93106 USA',\n",
       " 'Stocking, Galen] Univ Calif Santa Barbara, Dept Polit Sci, Santa Barbara, CA 93106 USA',\n",
       " 'Gebbie, Matthew A.] Univ Calif Santa Barbara, Dept Mat, Santa Barbara, CA 93106 USA',\n",
       " 'Appelbaum, Richard P.] Univ Calif Santa Barbara, Global & Int Studies, Santa Barbara, CA 93106 USA',\n",
       " 'De Castell, Suzanne] Univ Ontario, Inst Technol, Fac Educ, 11 Simcoe St N, Oshawa, ON L1H 7L7, Canada',\n",
       " 'Larios, Hector] Simon Fraser Univ, Sch Interact Arts Technol, Surrey, BC V3T 0A3, Canada',\n",
       " 'Jenson, Jennifer] York Univ, Toronto, ON M3J 1P3, Canada',\n",
       " 'Smith, David Harris] McMaster Univ, Hamilton, ON L8S 4L8, Canada; US Govt Accountabil Off, Washington, DC 20548 USA',\n",
       " 'Cira, Nate J.; Chung, Alice M.; Denisin, Aleksandra K.; Rensi, Stefano; Sanchez, Gabriel N.; Quake, Stephen R.; Riedel-Kruse, Ingmar H.] Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA',\n",
       " 'Komoroske, Lisa M.] NOAA, Southwest Fisheries Sci Ctr, Washington, DC 20230 USA',\n",
       " 'Hameed, Sarah O.] Univ Calif Davis, Davis Bodega Marine Lab, Grad Grp Ecol, Davis, CA USA',\n",
       " 'Szoboszlai, Amber I.] Farallon Inst Adv Ecosyst Res, Petaluma, CA USA',\n",
       " 'Newsom, Amanda J.] Washington Dept Fish & Game, Washington, DC USA',\n",
       " 'Williams, Susan L.] Univ Calif Davis, CAMEOS, Bodega Marine Lab, Davis, CA 95616 USA',\n",
       " 'Williams, Susan L.] Univ Calif Davis, Bodega Marine Lab, Dept Ecol & Evolut, Davis, CA USA',\n",
       " 'Bystydzienski, Jill M.] Ohio State Univ, Dept Womens Gender & Sexual Studies, Columbus, OH 43210 USA',\n",
       " 'Eisenhart, Margaret] Univ Colorado Boulder, Sch Educ, Boulder, CO USA',\n",
       " 'Bruning, Monica] Univ Minnesota Duluth, Dept Acad Affairs, Duluth, MN USA',\n",
       " 'Lamb, Richard; Akmal, Tariq; Petrie, Kaylan] Washington State Univ, Dept Teaching & Learning, Pullman, WA 99164 USA',\n",
       " 'Su, Rong] Purdue Univ, Dept Psychol Sci, W Lafayette, IN 47907 USA',\n",
       " 'Rounds, James] Univ Illinois, Dept Educ Psychol & Psychol, Champaign, IL USA',\n",
       " 'Miller, David I.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA',\n",
       " 'Wai, Jonathan] Duke Univ, Talent Identificat Program, Durham, NC USA; Univ N Dakota, Dept Space Studies, Grand Forks, ND 58202 USA',\n",
       " 'Adedokun, Omolola A.; Liu, Jia; Parker, Loran Carleton; Burgess, Wilella] Purdue Univ, Discovery Learning Res Ctr, W Lafayette, IN 47907 USA; Arizona State Univ, Tempe, AZ 85287 USA',\n",
       " 'Han, Sunyoung] Sungkyunkwan Univ, Seoul, South Korea',\n",
       " 'Yalvac, Bugrahan; Capraro, Mary M.; Capraro, Robert M.] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " 'Capraro, Mary M.; Capraro, Robert M.] Aggie STEM, College Stn, TX USA',\n",
       " 'Rozek, Christopher S.; Hyde, Janet S.; Svoboda, Ryan C.; Harackiewicz, Judith M.] Univ Wisconsin, Dept Psychol, Madison, WI 53706 USA',\n",
       " 'Hulleman, Chris S.] Univ Virginia, Ctr Adv Study Teaching & Learning, Charlottesville, VA 22903 USA',\n",
       " 'Milner, Andrea R.] Adrian Coll, Adrian, MI 49221 USA',\n",
       " 'Hieb, Jeffrey L.; Ralston, Patricia A. S.] Univ Louisville, Dept Engn Fundamentals, Louisville, KY 40292 USA',\n",
       " 'Lyle, Keith B.; Chariker, Julia] Univ Louisville, Dept Psychol & Brain Sci, Louisville, KY 40292 USA',\n",
       " 'Pietsch, Renee B.; Schmale, David G., III] Virginia Tech, Dept Plant Pathol Physiol & Weed Sci, Blacksburg, VA 24061 USA',\n",
       " 'Bohland, Cynthia L.] Roanoke Valley Governors Sch Sci & Technol, Roanoke, VA USA',\n",
       " 'Chang, Shu-Hsuan; Ku, Ai-Chiao; Wu, Tsung-Chih] Natl Changhua Univ Educ, Dept Ind Educ & Technol, Changhua 500, Taiwan',\n",
       " 'Yu, Li-Chih] Natl Chengchi Univ, Dept Management Informat Syst, 64 Chihnan Rd,Sec 2 Wenshan, Taipei 11623, Taiwan',\n",
       " 'Kuo, Bor-Chen] Natl Taichung Univ Educ, Grad Inst Educ Measurement & Stat, Taichung, Taiwan',\n",
       " 'Whannell, Robert; Tobias, Stephan] Univ New England, Armidale, NSW 2351, Australia',\n",
       " 'de la Torre Cantero, Jorge; Luis Saorin, Jose] Univ La Laguna, Engn Graph Area, Tenerife 38204, Islas Canarias, Spain',\n",
       " 'Melian, Damari; Meier, Cecile] La Laguna Univ ULL, Fac Educ, San Cristobal la Laguna, Spain',\n",
       " 'Huang, Po-Hsin; Chiu, Ming-Chuan; Hwang, Sheue-Ling] Natl Tsing Hua Univ, Dept Ind Engn & Engn Management, Hsinchu 30013, Taiwan',\n",
       " 'Wang, Jan-Li] Natl Appl Res Labs, Natl Ctr High Performance Comp, Hsinchu 30076, Taiwan',\n",
       " 'Rogers, Michael] Ithaca Coll, Dept Phys, Ithaca, NY 14850 USA',\n",
       " 'Pfaff, Thomas] Ithaca Coll, Dept Math, Ithaca, NY 14850 USA',\n",
       " 'Hamilton, Jason] Ithaca Coll, Dept Environm Studies & Sci, Ithaca, NY 14850 USA',\n",
       " 'Erkan, Ali] Ithaca Coll, Dept Comp Sci, Ithaca, NY 14850 USA',\n",
       " 'Shahali, Edy Hafizan Mohd; Halim, Lilia; Rasul, Sattar; Osman, Kamisah; Ikhsan, Zanaton; Rahim, Faszly] Univ Kebangsaan Malaysia, Bangi 43600, Malaysia',\n",
       " 'Belland, Brian R.; Walker, Andrew E.; Olsen, Megan Whitney] Utah State Univ, Dept Instruct Technol & Learning Sci, Logan, UT 84322 USA',\n",
       " 'Leary, Heather] Univ Colorado, Inst Cognit Sci, Boulder, CO 80309 USA',\n",
       " 'Xie, Yu; Fang, Michael] Univ Michigan, Dept Sociol, Ann Arbor, MI 48106 USA',\n",
       " 'Shauman, Kimberlee] Univ Calif Davis, Dept Sociol, Davis, CA 95616 USA',\n",
       " 'Hudson, Peter; English, Lyn D.; Dawes, Les; King, Donna] Queensland Univ Technol, Brisbane, Qld 4001, Australia',\n",
       " 'Baker, Steve] Anglican Day Sch, Corinda, Qld, Australia',\n",
       " 'Goldfien, Andrea C.; Badway, Norena Norton] NSF ATE Targeted Res Tech Educ, 102 Amelia Way, Novato, CA 94949 USA',\n",
       " 'Thomas, Ally S.; Everson, Howard T.] CUNY, Grad Ctr, New York, NY 10021 USA',\n",
       " 'Bonner, Sarah M.; Somers, Jennifer A.] CUNY, Hunter Coll, New York, NY 10021 USA',\n",
       " 'Karahan, Engin] Eskisehir Osmangazi Univ, Eskisehir, Turkey',\n",
       " 'Canbazoglu Bilici, Sedef] Aksaray Univ, Aksaray, Turkey',\n",
       " 'Unal, Aycin] Ciftlik Middle Sch, Samsun, Turkey',\n",
       " 'Erdogan, Niyazi] Balikesir Univ, Balikesir, Turkey',\n",
       " 'Stuessy, Carol L.] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " 'Bursztyn, Natalie; Pederson, Joel; Walker, Andrew] Utah State Univ, Logan, UT 84322 USA',\n",
       " 'Shelton, Brett] Boise State Univ, Boise, ID 83725 USA',\n",
       " 'Campbell, Todd] Univ Connecticut, Storrs, CT 06269 USA',\n",
       " 'Vate-U-Lan, Poonsri] Assumption Univ, Grad Sch eLearning, ELearning Methodol Program, Bangkok, Thailand',\n",
       " 'Bagiati, Aikaterini] MIT, MIT SUTD Collaborat Off, 77 Massachusetts Ave, Cambridge, MA 02139 USA',\n",
       " 'Yoon, So Yoon] Texas A&M Univ, Texas A&M Engn Expt Stn, College Stn, TX 77843 USA',\n",
       " 'Evangelou, Demetra] Democritus Univ, Dept Educ Sci Early Childhood, Alexandroupolis 69100, Greece',\n",
       " 'Magana, Alejandra] Purdue Univ, Comp & Informat Technol Dept, W Lafayette, IN 47907 USA',\n",
       " 'Kaloustian, Garene] Lebanese Amer Univ, Dept Educ, Beirut, Lebanon',\n",
       " 'Zhu, Jiabin] Shanghai Jiao Tong Univ, Grad Sch Educ, Shanghai, Peoples R China',\n",
       " 'English, Lyn D.; King, Donna T.] Queensland Univ Technol, Fac Educ, Victoria Pk Rd, Brisbane, Qld 4059, Australia',\n",
       " 'Li, S.; Ernst, J. V.] Virginia Tech, Sch Educ, Integrat STEM Educ, 366 Smyth Hall, Blacksburg, VA 24061 USA',\n",
       " 'Williams, T. O.] Virginia Tech, Sch Educ, Special Educ, Blacksburg, VA 24061 USA',\n",
       " 'Mulqueeny, Kevin; Kostyuk, Victor] Reasoning Mind, 2000 Bering Dr,Suite 300, Houston, TX 77057 USA',\n",
       " 'Baker, Ryan S.; Ocumpaugh, Jaclyn] Columbia Univ Teachers Coll, New York, NY 10027 USA',\n",
       " 'Lee, Youjung; Bronstein, Laura] SUNY Binghamton, Coll Community & Publ Affairs, Binghamton, NY 13902 USA',\n",
       " 'Anderson, Elizabeth] SUNY Binghamton, Grad Sch Educ, Binghamton, NY 13902 USA',\n",
       " 'Dutta, Alo; Kundu, Madan] Southern Univ Baton Rouge, Baton Rouge, LA 70813 USA',\n",
       " 'Kang, Hyun-Ju; Kaya, Cahit; Benton, Susan Flowers; Sharp, Seneca Edward; Chan, Fong] Univ Wisconsin, Madison, WI 53706 USA',\n",
       " 'Cardoso, Elizabeth da Silva] CUNY Hunter Coll, New York, NY 10003 USA; 0',\n",
       " 'Anderson, Margery K.; Tenenbaum, Laura S.; Ramadorai, Swati B.; Yourick, Debra L.] Walter Reed Army Inst Res, 503 Robert Grant Ave Rm 1A22, Silver Spring, MD 20910 USA',\n",
       " 'Tenenbaum, Laura S.] Walter Reed Army Inst Res, Sch Psychol, Silver Spring, MD 20910 USA',\n",
       " 'Ramadorai, Swati B.] Walter Reed Army Inst Res, Educ Outreach, Silver Spring, MD 20910 USA',\n",
       " 'Yourick, Debra L.] Walter Reed Army Inst Res, Sci Educ & Strateg Commun, Silver Spring, MD 20910 USA',\n",
       " 'Cook, G.] Oklahoma State Univ, Ctr Hlth Sci, Anat Cell Biol, Tulsa, OK 74106 USA',\n",
       " 'Arrieta, Diane] Florida Atlantic Univ, Jupiter, FL 33458 USA',\n",
       " 'Kern, Jacqueline] Palm Beach State Coll, Palm Beach Gardens, FL 33410 USA',\n",
       " 'Borowczak, Mike] Erebus Labs, POB 1554, Laramie, WY 82073 USA',\n",
       " 'Poland, Susan] George Mason Univ, 4400 Univ Dr,MS4D1, Fairfax, VA 22036 USA',\n",
       " 'Plevyak, Linda] Univ Cincinnati, Cincinnati, OH 45220 USA',\n",
       " 'Howe, Christine; Luthman, Stefanie; Ruthven, Kenneth; Mercer, Neil; Hofmann, Riikka; Ilie, Sonia; Guardia, Paula] Univ Cambridge, Fac Educ, Cambridge, England',\n",
       " 'Wasserman, Nicholas H.] Columbia Univ, Teachers Coll, New York, NY 10027 USA',\n",
       " 'Wasserman, Nicholas H.] Columbia Univ, Teachers Coll, New York, NY 10027 USA',\n",
       " 'Rossi, Dara] Southern Methodist Univ, Dallas, TX 75275 USA',\n",
       " 'Gonzales, A. N.; Van Tuyl, L.; Martinez, B.; Baluch, D. P.] Arizona State Univ, Sch Life Sci, Tempe, AZ USA',\n",
       " 'Hasper, E.; Windhorst, R. A.] Arizona State Univ, Sch Space & Earth Explorat, Tempe, AZ USA',\n",
       " 'Hedgpeth, T.] Arizona State Univ, Disabil Resource Ctr, Tempe, AZ USA',\n",
       " 'Byars-Winston, Angela] Univ Wisconsin, Dept Med, Madison, WI 53715 USA; Colorado State Univ, Dept Microbiol Immunol & Pathol, Ft Collins, CO 80523 USA',\n",
       " 'Micari, Marina] Northwestern Univ, Evanston, IL 60208 USA',\n",
       " 'Pazos, Pilar] Old Dominion Univ, Norfolk, VA 23529 USA',\n",
       " 'Dabney, Katherine P.] Virginia Commonwealth Univ, Dept Teaching & Learning, Richmond, VA 23284 USA',\n",
       " 'Tai, Robert H.] Univ Virginia, Curry Sch Educ, Charlottesville, VA 22904 USA',\n",
       " 'Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA',\n",
       " 'Pollard, David A.] Winston Salem State Univ, Dept Chem, Winston Salem, NC 27110 USA',\n",
       " 'Snipes, Vincent T.] Winston Salem State Univ, Dept Math, Winston Salem, NC 27110 USA',\n",
       " 'Atkinson, Alvin] Winston Salem State Univ, Ctr Community Safety, Winston Salem, NC 27110 USA',\n",
       " 'Rushton, Gregory T.; Polizzi, Samuel J.] Kennesaw State Univ, Kennesaw, GA 30144 USA',\n",
       " 'Ray, Herman E.] Kennesaw State Univ, Dept Stat & Analyt Sci, Kennesaw, GA 30144 USA',\n",
       " 'Criswell, Brett A.] Univ Kentucky, Lexington, KY 40509 USA',\n",
       " 'Bearss, Clyde J.; Levelsmier, Nicholas; Chhita, Himanshu] Kennesaw State Univ, Dept Math & Stat, Kennesaw, GA 30144 USA',\n",
       " 'Kirchhoff, Mary] Amer Chem Soc, Washington, DC 20036 USA; Bayer Corp, Pittsburgh, PA 15205 USA',\n",
       " 'Evans, Michael A.] Virginia Tech, Dept Learning Sci & Technol, Blacksburg, VA 24061 USA',\n",
       " 'Lopez, Megan; Duke, Rebekah] Virginia Tech, Dept Psychol, Blacksburg, VA 24061 USA',\n",
       " 'Maddox, Donna] Virginia Tech, Dept Chem Engn, Blacksburg, VA 24061 USA',\n",
       " 'Drape, Tiffany] Virginia Tech, Off Educ Res & Outreach, Blacksburg, VA 24061 USA',\n",
       " 'Winters, John V.] Oklahoma State Univ, Stillwater, OK 74078 USA',\n",
       " 'Winters, John V.] IZA, Bonn, Germany; Claremont Grad Univ, Claremont, CA 91711 USA',\n",
       " 'Berk, Louis J.] Univ Massachusetts, Sch Med, Worcester, MA USA',\n",
       " 'Muret-Wagstaff, Sharon L.; Oriol, Nancy E.] Beth Israel Deaconess Med Ctr, Dept Anesthesia Crit Care & Pain Med, Boston, MA 02215 USA',\n",
       " 'Muret-Wagstaff, Sharon L.; Oriol, Nancy E.] Harvard Univ, Sch Med, Dept Anaesthesia, Boston, MA 02115 USA',\n",
       " 'Goyal, Riya] Hofstra Univ, Hofstra North Shore LIJ Sch Med, Hempstead, NY 11550 USA',\n",
       " 'Joyal, Julie A.] Harvard Univ, Sch Med, HMS MEDsci, Boston, MA 02115 USA',\n",
       " 'Gordon, James A.] Massachusetts Gen Hosp, MGH Learning Lab, Dept Emergency Med, Boston, MA 02114 USA',\n",
       " 'Gordon, James A.] Massachusetts Gen Hosp, Div Med Simulat, Dept Emergency Med, Boston, MA 02114 USA',\n",
       " 'Gordon, James A.; Oriol, Nancy E.] Harvard Univ, Sch Med, Gilbert Program Med Simulat, Boston, MA 02115 USA',\n",
       " 'Faux, Russell] Davis Sq Res Associates, Somerville, NJ USA',\n",
       " 'Cole, Renee; Stanford, Courtney] Univ Iowa, Dept Chem, Iowa City, IA 52242 USA',\n",
       " 'Khatri, Raina; Henderson, Charles] Western Michigan Univ, Kalamazoo, MI 49008 USA',\n",
       " 'Froyd, Jeff] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " 'Deards, Kiyomi D.] Univ Nebraska, Dept Res & Instruct Serv, Lincoln, NE 68506 USA',\n",
       " 'Burks, Raychelle] Doanne Coll, Dept Chem, Crete, NE 68333 USA',\n",
       " 'Warner, Isiah M.; Crawford, Melissa; Wilson, Zakiya; Wright, Ashleigh; Thomas, Gloria] Louisiana State Univ, Off Strateg Initiat, Baton Rouge, LA 70803 USA',\n",
       " 'Pang, Su-Seng; Li, Guoqiang] Louisiana State Univ, Dept Mech & Ind Engn, Baton Rouge, LA 70803 USA',\n",
       " 'Gulwani, Sumit] Microsoft Res, Redmond, WA 98052 USA',\n",
       " 'Gulwani, Sumit] Indian Inst Technol, Dept Comp Sci & Engn, Kanpur 208016, Uttar Pradesh, India',\n",
       " 'Gulwani, Sumit] Univ Washington, Dept Comp Sci & Engn, Seattle, WA 98195 USA',\n",
       " 'Supalo, Cary A.; Larrick, Carleigh G.] Illinois State Univ, Dept Chem, Normal, IL 61790 USA',\n",
       " 'Hill, April A.] Metropolitan State Univ Denver, Dept Chem, Denver, CO 80217 USA; 0; Jerusalem Coll, IL-91160 Jerusalem, Israel; 0; Univ Arizona, Dept Chem & Biochem, Tucson, AZ 85721 USA; Penn State Univ, Behrend Coll, Erie, PA 16563 USA; 0',\n",
       " 'Bragg, Debra D.] Univ Illinois, Off Community Coll Res & Leadership, Dept Educ Policy Org & Leadership, Champaign, IL 61820 USA',\n",
       " 'Taylor, Jason L.] Univ Illinois, Off Community Coll Res & Leadership, Champaign, IL 61820 USA',\n",
       " 'Allen-Ramdial, Stacy-Ann A.] Brown Univ, Providence, RI 02912 USA',\n",
       " 'Campbell, Andrew G.] Brown Univ, Dept Mol Microbiol & Immunol, Providence, RI 02912 USA',\n",
       " 'Campbell, Andrew G.] Initiat Maximize Student Dev Program, Berkeley, CA USA',\n",
       " 'Cohen, Cheryl A.; Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA',\n",
       " 'Lin, Peng-Chun] Chinese Culture Univ, Grad Inst Informat Management, Taipei, Taiwan',\n",
       " 'Lin, Peng-Chun] Natl Taiwan Normal Univ, Grad Inst Informat & Comp Educ, Taipei, Taiwan',\n",
       " 'Hou, Huei-Tse] Natl Taiwan Univ Sci & Technol, Grad Inst Appl Sci & Technol, Taipei, Taiwan',\n",
       " 'Wu, Sheng-Yi] Univ Kang Ning, Dept Informat Commun, Tainan, Taiwan',\n",
       " 'Chang, Kuo-En] Natl Taiwan Normal Univ, Grad Inst Informat & Comp Educ, Taipei, Taiwan',\n",
       " 'Chen, Chien-fei] Univ Tennessee, NSF DOE Engn Res Ctr CURENT, Knoxville, TN 37996 USA',\n",
       " 'Tomsovic, Kevin] Univ Tennessee, Dept Elect Engn & Comp Sci, Knoxville, TN 37996 USA',\n",
       " 'Aydeniz, Mehmet] Univ Tennessee, Theory & Practice Teacher Educ, Knoxville, TN 37996 USA',\n",
       " 'Smith, Jessi L.; Huntoon, Meghan] Montana State Univ, Dept Psychol, Bozeman, MT 59717 USA',\n",
       " 'Cech, Erin] Rice Univ, Dept Sociol, Houston, TX 77251 USA',\n",
       " 'Metz, Anneke] So Illinois Univ, Dept Med Educ, Carbondale, IL 62901 USA',\n",
       " 'Moyer, Christina] No Arizona Univ, Dept Psychol Sci, Flagstaff, AZ 86011 USA; 0',\n",
       " 'Freeman, Scott; Eddy, Sarah L.; McDonough, Miles; Okoroafor, Nnadozie; Jordt, Hannah; Wenderoth, Mary Pat] Univ Washington, Dept Biol, Seattle, WA 98195 USA',\n",
       " 'Smith, Michelle K.] Univ Maine, Sch Biol & Ecol, Orono, ME 04469 USA',\n",
       " 'Bahri, Nurnadiah Mohamed; Osman, Kamisah] Natl Univ Malaysia, Selangor, Malaysia',\n",
       " 'Suryawati, Evi] Riau Univ, Jalan Patimura, Indonesia',\n",
       " 'Fadzil, Hidayah Mohd; Saat, Rohaida Mohd] Univ Malaya, Kuala Lumpur 50603, Malaysia',\n",
       " 'Meng, Chew Cheng] Univ Sains Malaysia, George Town, Malaysia',\n",
       " 'Idris, Noraini; Eu, Leong Kwan] Univ Malaya, Kuala Lumpur, Malaysia',\n",
       " 'Osman, Kamisah] Natl Univ Malaysia, Bangi, Malaysia',\n",
       " 'Saat, Rohaida Mohd] Univ Malaya, Kuala Lumpur, Malaysia',\n",
       " 'Jayarajah, Kamaleswaran; Saat, Rohaida Mohd; Rauf, Rose Amnah Abdul] Univ Malaya, Kuala Lumpur, Malaysia',\n",
       " 'Dickerson, Daniel L.] Old Dominion Univ, STEM Educ & Profess Studies, Norfolk, VA 23529 USA',\n",
       " 'Eckhoff, Angela; Chappell, Shanan; Hathcock, Stephanie] Old Dominion Univ, Norfolk, VA 23529 USA',\n",
       " 'Stewart, Craig O.] Univ Memphis, Memphis, TN 38152 USA',\n",
       " 'Cwikla, Julie] CISSTEM Ctr Integrat Studies STEM, Mobile, AL 36688 USA',\n",
       " 'Cwikla, Julie] Univ S Alabama, Mobile, AL 36688 USA',\n",
       " 'Milroy, Scott] Univ So Mississippi, Stennis Space Ctr, MS 39529 USA',\n",
       " 'Reider, David] Educ Design Inc, Newtonville, MA 02460 USA',\n",
       " 'Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA',\n",
       " 'Yakubu, Marnudu; Adeyeye, Olasumbo M.; Pollard, David A.] Winston Salem State Univ, Dept Chem, Winston Salem, NC 27110 USA',\n",
       " 'Mohammed, Abdul K.] N Carolina Cent Univ, Dept Chem, Durham, NC 27707 USA',\n",
       " 'Lester, James C.; Spires, Hiller A.; Nietfeld, John L.; Minogue, James; Mott, Bradford W.; Lobene, Eleni V.] N Carolina State Univ, Raleigh, NC 27695 USA',\n",
       " 'Janelle, Donald G.; Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA',\n",
       " 'Newcombe, Nora S.] Temple Univ, Philadelphia, PA 19122 USA',\n",
       " 'Besterfield-Sacre, Mary] Univ Pittsburgh, Pittsburgh, PA 15261 USA',\n",
       " 'Cox, Monica F.; Beddoes, Kacey] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA',\n",
       " 'Borrego, Maura] Virginia Tech, Engn Educ Dept, Blacksburg, VA 24061 USA',\n",
       " 'Zhu, Jiabin] Shanghai Jiao Tong Univ, Grad Sch Educ, Shanghai 200240, Peoples R China',\n",
       " 'Borrego, Maura] Virginia Tech, Grad Sch, Blacksburg, VA 24061 USA',\n",
       " 'Borrego, Maura] Virginia Tech, Blacksburg, VA 24061 USA',\n",
       " 'Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA',\n",
       " 'Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA',\n",
       " 'Vercellotti, Sharon; Vercellotti, John] V LABS INC, Covington, LA 70433 USA',\n",
       " 'Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA',\n",
       " 'Pollard, David A.; Snipes, Vincent T.; Atkinson, Alvin] Winston Salem State Univ, Winston Salem, NC 27110 USA; Calif State Univ Long Beach, Dept Sci Educ, Long Beach, CA 90840 USA',\n",
       " 'Theobald, Roddy] Univ Washington, Dept Stat, Seattle, WA 98195 USA',\n",
       " 'Freeman, Scott] Univ Washington, Dept Biol, Seattle, WA 98195 USA',\n",
       " 'Saxton, Emily] Portland State Univ, Ctr Sci Educ, Portland, OR 97201 USA',\n",
       " 'Burns, Robin] Intel Corp, Santa Clara, CA 95051 USA',\n",
       " 'Holveck, Susan] Beaverton Sch Dist, Beaverton, OR 97006 USA',\n",
       " 'Kelley, Sybil; Rigelman, Nicole] Portland State Univ, Grad Sch Educ, Portland, OR 97201 USA',\n",
       " 'Prince, Daniel] Multnomah Educ Serv Dist, Outdoor Sch Program, Portland, OR USA',\n",
       " 'Skinner, Ellen A.] Portland State Univ, Dept Psychol, Portland, OR 97201 USA',\n",
       " 'Muindi, Fanuel] MIT, Cambridge, MA 02139 USA',\n",
       " 'Guha, Moytrayee] Harvard Univ, Brigham & Womens Hosp, Sch Med, Boston, MA 02115 USA',\n",
       " 'Barker, Bradley S.] Univ Nebraska, Lincoln, NE 68516 USA',\n",
       " 'Nugent, Gwen] Univ Nebraska, Nebraska Ctr Res Children Youth Families & Sch, Lincoln, NE 68588 USA',\n",
       " 'Grandgenett, Neal F.] Univ Nebraska, Dr George & Sally Haddix Community Chair STEM Edu, Omaha, NE 68182 USA',\n",
       " 'Hernandez, Paul R.; Bodin, Ralph; Elliott, Jonathan W.; Rambo-Hernandez, Karen E.] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA',\n",
       " 'Ibrahim, Badaruddin] Univ Tun Hussein Onn Malaysia, Batu Pahat, Malaysia',\n",
       " 'Chen, Thomas W.; de Miranda, Michael A.] Colorado State Univ, Coll Engn, Ft Collins, CO 80523 USA',\n",
       " 'Sahin, Alpaslan] Texas A&M Univ, Coll Educ, College Stn, TX 77843 USA',\n",
       " 'Ayar, Mehmet C.] TUBITAK, Ankara, Turkey',\n",
       " 'Adiguzel, Tufan] Bahcesehir Univ, Coll Arts & Sci, Dept Math & Comp Sci, Istanbul, Turkey',\n",
       " 'Adamuti-Trache, Maria] Univ Texas Arlington, Arlington, TX 76019 USA',\n",
       " 'Sweet, Robert] Lakehead Univ, Fac Educ, Thunder Bay, ON P7B 5E1, Canada',\n",
       " 'Donovan, Brian M.; Osborne, Jonathan F.] Stanford Univ, Stanford Grad Sch Educ, Stanford, CA 94305 USA',\n",
       " 'Mateos, David Moreno] CNRS, Ctr Ecol Fonct & Evolut, UMR 5175, Montpellier, France',\n",
       " 'Bisaccio, Daniel J.] Brown Univ, Dept Educ, Providence, RI 02912 USA',\n",
       " 'Nicholls, Gillian M.] Univ Alabama, Huntsville, AL 35899 USA',\n",
       " 'Wolfe, Harvey; Besterfield-Sacre, Mary; Shuman, Larry J.] Univ Pittsburgh, Dept Ind Engn, Pittsburgh, PA 15261 USA',\n",
       " 'Corlu, M. Sencer] Bilkent Univ, Grad Sch Educ, Bilkent, Turkey',\n",
       " 'Capraro, Robert M.; Capraro, Mary M.] Texas A&M Univ, Dept Teaching Learning & Culture, College Stn, TX 77843 USA',\n",
       " 'Talaue, Frederick Toralballa] Nanyang Technol Univ, Singapore 637616, Singapore',\n",
       " 'Bissaker, Kerry] Flinders Univ S Australia, Adelaide, SA 5001, Australia; 0',\n",
       " 'Assefa, Shimelis G.] Univ Denver, Dept Res Methods & Informat Sci, Denver, CO 80208 USA',\n",
       " 'Rorissa, Abebe] SUNY Albany, Dept Informat Studies, Albany, NY 12222 USA',\n",
       " 'MacPhee, David] Colorado State Univ, Dept Human Dev & Family Studies, Ft Collins, CO 80523 USA',\n",
       " 'Farro, Samantha] Colorado State Univ, Ft Collins, CO 80523 USA',\n",
       " 'Canetto, Silvia Sara] Colorado State Univ, Dept Psychol, Ft Collins, CO 80523 USA',\n",
       " 'Merolla, David M.] Wayne State Univ, Dept Sociol, Detroit, MI 48202 USA',\n",
       " 'Serpe, Richard T.] Kent State Univ, Dept Sociol, Kent, OH 44242 USA',\n",
       " 'Wang, Ming-Te; Degol, Jessica] Univ Pittsburgh, Sch Educ, Dept Appl Dev Psychol, Pittsburgh, PA 15260 USA',\n",
       " 'Doyle, Kari M. H.] Bay Sch San Francisco, San Francisco, CA 94129 USA',\n",
       " 'Vale, Ronald D.] Univ Calif San Francisco, Dept Cellular & Mol Pharmacol, San Francisco, CA 94158 USA',\n",
       " 'Vale, Ronald D.] Univ Calif San Francisco, Howard Hughes Med Inst, San Francisco, CA 94158 USA',\n",
       " 'Taylor, Holly A.] Tufts Univ, Medford, MA 02155 USA',\n",
       " 'Uttal, David H.; Miller, David I.] Northwestern Univ, Evanston, IL 60208 USA',\n",
       " 'Newcombe, Nora S.] Temple Univ, Philadelphia, PA 19122 USA',\n",
       " 'Hughes, Roxanne M.; Nzekwe, Brandon] Natl High Magnet Field Lab, Ctr Integrating Res & Learning, Tallahassee, FL 32310 USA',\n",
       " 'Molyneaux, Kristen J.] Firelight Fdn, Santa Cruz, CA 95060 USA',\n",
       " 'Towns, Marcy] Purdue Univ, Dept Chem, W Lafayette, IN 47907 USA',\n",
       " 'Thompson, John] Univ Maine, Dept Phys & Astron, Orono, ME 04469 USA',\n",
       " 'Christensen, Warren] N Dakota State Univ, Dept Phys, Frgo, ND 58108 USA',\n",
       " 'Rasmussen, Chris] San Diego State Univ, Dept Math & Stat, San Diego, CA 92120 USA',\n",
       " 'Else-Quest, Nicole M.] Univ Maryland Baltimore Cty, Dept Psychol, Baltimore, MD 21250 USA',\n",
       " 'Mineo, Concetta C.] Penn State Univ, Dept Human Dev & Family Studies, University Pk, PA 16802 USA',\n",
       " 'Higgins, Ashley] Philadelphia Coll Osteopath Med, Dept Psychol, Philadelphia, PA USA; Bilkent Univ, Grad Sch Educ, TR-06800 Ankara, Turkey; Hampshire Coll, Sch Nat Sci, Amherst, MA 01002 USA; Univ Wisconsin, Dept Educ Leadership & Policy Anal, Madison, WI 53706 USA',\n",
       " 'Miller, David I.] Univ Calif Berkeley, Grad Sch Educ, Berkeley, CA 94607 USA',\n",
       " 'Halpern, Diane F.] Claremont Mckenna Coll, Dept Psychol, Claremont, CA 91711 USA',\n",
       " \"McCright, Aaron M.; O'Shea, Brian W.; Sweeder, Ryan D.; Urquhart, Gerald R.; Zeleke, Aklilu] Michigan State Univ, Lyman Briggs Coll, E Lansing, MI 48825 USA\",\n",
       " 'McCright, Aaron M.] Michigan State Univ, Dept Sociol, E Lansing, MI 48825 USA',\n",
       " 'McCright, Aaron M.] Michigan State Univ, Environm Sci & Policy Program, E Lansing, MI 48825 USA',\n",
       " \"O'Shea, Brian W.] Michigan State Univ, Dept Phys & Astron, E Lansing, MI 48825 USA\",\n",
       " 'Urquhart, Gerald R.] Michigan State Univ, Dept Fisheries & Wildlife & Int Studies & Program, E Lansing, MI 48825 USA',\n",
       " 'Zeleke, Aklilu] Michigan State Univ, Dept Stat & Probabil, E Lansing, MI 48825 USA',\n",
       " 'Borrego, Maura; Cutler, Stephanie] Virginia Tech, Blacksburg, VA 24061 USA',\n",
       " 'Prince, Michael] Bucknell Univ, Lewisburg, PA 17837 USA',\n",
       " 'Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA',\n",
       " 'Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA',\n",
       " 'Froyd, Jeffrey E.] Texas A&M Univ, College Stn, TX 77843 USA; 0; 0',\n",
       " 'Ampaw, Frim; Partlo, Margaret] Cent Michigan Univ, Dept Educ Leadership, Mt Pleasant, MI 48859 USA',\n",
       " 'Eseryel, Deniz; Ifenthaler, Dirk; Ge, Xun] Univ Oklahoma, Dept Educ Psychol, Norman, OK 73019 USA; 0; 0',\n",
       " 'Anderson, Misti Ault] Georgetown Univ, Med Ctr, Dept Microbiol & Immunol, Washington, DC 20057 USA',\n",
       " 'Anderson, Misti Ault; Giordano, James] Potomac Inst Policy Studies, Arlington, VA 22203 USA',\n",
       " 'Giordano, James] Georgetown Univ, Med Ctr, Neuroeth Studies Program, Edmund D Pellegrino Ctr Clin Bioeth, Washington, DC 20057 USA',\n",
       " 'Giordano, James] Georgetown Univ, Med Ctr, Div Integrat Physiol, Dept Biochem, Washington, DC 20057 USA',\n",
       " 'Giordano, James] Univ Munich, Human Sci Ctr, D-80336 Munich, Germany',\n",
       " 'Giordano, James] Univ Munich, Human Sci Ctr, D-83646 Bad Tolz, Germany; 0',\n",
       " 'Gandhi, Eshani; Orgill, MaryKay; Schrader, P. G.] Univ Nevada, Dept Chem, Las Vegas, NV 89154 USA',\n",
       " 'Kukreti, Anant R.] Univ Cincinnati, Sch Energy Environm Biol & Med Engn, Cincinnati, OH 45221 USA',\n",
       " 'Maltbie, Catherine V.] Univ Cincinnati, Coll Educ, Criminal Justice & Human Serv Evaluat Serv Ctr, Cincinnati, OH 45221 USA',\n",
       " 'Tower, Roger] Independence Sci, W Lafayette, IN 47906 USA',\n",
       " 'Bakhiet, Raga] Southwestern Coll, Chula Vista, CA USA',\n",
       " 'Carcia, Theresa] SDSU, Coll Engn, San Diego, CA USA',\n",
       " 'Alvarez, Rafael] SDCC, San Diego, CA USA',\n",
       " 'Dutnall, Robert N.] Univ San Diego, Dept Chem & Biochem, San Diego, CA 92110 USA',\n",
       " 'Banner, Valentyna; Booker, Aja; Vizzo, Emily; Kane, Christine] San Diego Global Vis Acad, San Diego, CA USA',\n",
       " 'Krogh, Lars Brian; Andersen, Hanne Moeller] Aarhus Univ, Ctr Sci Educ, DK-8000 Aarhus C, Denmark',\n",
       " 'Ryan, Melissa S.] Ocean Technol Fdn, Mystic, CT 06355 USA; 0',\n",
       " 'Nag, Sreeja; Katz, Jacob G.; Saenz-Otero, Alvar] MIT, Dept Aeronaut & Astronaut, Cambridge, MA 02139 USA',\n",
       " 'McLurkin, James; John, Meagan; Kaseman, Quillan; Lynch, Andrew J.] Rice Univ, Dept Comp Sci, Houston, TX 77005 USA',\n",
       " 'Rykowski, Joshua] US Mil Acad, Dept Comp Sci, West Point, NY 10996 USA',\n",
       " 'Tseng, Kuo-Hung; Chen, Wen-Ping] Meiho Univ, Grad Inst Business & Management, Pingtung 91202, Pingtung County, Taiwan',\n",
       " 'Chang, Chi-Cheng] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, Taipei 10610, Taiwan',\n",
       " 'Lou, Shi-Jer] Natl Pingtung Univ Sci & Technol, Grad Inst Vocat & Tech Educ, Nei Pu Township, Pingtung County, Taiwan',\n",
       " 'Nadelson, Louis S.] Boise State Univ, C&I, Coll Educ, Boise, ID 83725 USA',\n",
       " 'Pyke, Patricia] Boise State Univ, STEM Stn, Boise, ID 83725 USA',\n",
       " 'Blustein, David L.] Boston Coll, Dept Counseling Dev & Educ Psychol, Lynch Sch Educ, Chestnut Hill, MA 02467 USA',\n",
       " 'Lee, Youjin] Boston Coll, Educ Res Measurement & Evaluat ERME Program, Chestnut Hill, MA 02467 USA',\n",
       " 'Geisinger, Brandi N.; Raman, D. Raj] Iowa State Univ, Res Inst Studies Educ, Ames, IA 50011 USA',\n",
       " 'Engberg, Mark E.] Loyola Univ Chicago, Chicago, IL USA',\n",
       " 'Wolniak, Gregory C.] Univ Chicago, NORC, Chicago, IL 60637 USA',\n",
       " 'Andree, Maria] Stockholm Univ, Dept Math & Sci Educ, S-10691 Stockholm, Sweden',\n",
       " 'Hansson, Lena] Kristianstad Univ, Learning Sci & Math LISMA, Kristianstad, Sweden',\n",
       " 'Hudson, Peter; English, Lyn D.] Fac Educ, Sch Curriculum, Brisbane, Qld, Australia',\n",
       " 'Dawes, Les] Fac Sci & Engn, Sch Earth Environm & Biol Sci, Brisbane, Qld, Australia',\n",
       " 'Martinez, Edward; Lindline, Jennifer; Petronis, Michael S.] New Mexico Highlands Univ, Nat Resource Management Dept, Las Vegas, NM 87701 USA',\n",
       " 'Pilotti, Maura] New Mexico Highlands Univ, Dept Social & Behav Sci, Las Vegas, NM 87701 USA',\n",
       " 'Banning, James; Folkestad, James E.] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA',\n",
       " 'Cohen, Cheryl A.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA',\n",
       " 'Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA; Univ Alabama, Huntsville, AL USA',\n",
       " 'Hudson, Peter; English, Lyn D.; Dawes, Les; Macri, Jo] Queensland Univ Technol, Kelvin Grove, Qld 4059, Australia',\n",
       " 'Ashe, Colin A.; Yaron, David J.; Chase, Catherine; Adamson, David] Carnegie Mellon Univ, Pittsburgh, PA 15213 USA',\n",
       " 'Carter, W. Craig] MIT, Cambridge, MA 02139 USA',\n",
       " 'Bartolo, Laura] Kent State Univ, Kent, OH 44242 USA',\n",
       " 'Cooper, Melanie M.] Clemson Univ, Dept Chem, Clemson, SC 29634 USA',\n",
       " 'Cooper, Melanie M.] Clemson Univ, Dept Chem, Clemson, SC 29634 USA',\n",
       " 'Brickman, Peggy] Univ Georgia, Athens, GA 30602 USA',\n",
       " 'Gormally, Cara] Georgia Inst Technol, Introductory Biol Labs, Sch Biol, Atlanta, GA 30332 USA',\n",
       " 'Francom, Greg] No State Univ, Aberdeen, SD 57401 USA',\n",
       " 'Jardelezz, Sarah E.] Michigan State Univ, E Lansing, MI 48824 USA',\n",
       " 'Schutte, Virginia G. W.] Univ Georgia, Athens, GA 30602 USA',\n",
       " 'Jordan, Carly] Univ Wyoming, Laramie, WY 82071 USA',\n",
       " 'Kanizay, Lisa] Univ Georgia, Athens, GA 30602 USA',\n",
       " 'Pazicni, Samuel] Univ New Hampshire, Dept Chem, Durham, NH 03824 USA',\n",
       " 'Vazquez, Anne V.; McLoughlin, Kaitlin; Sabbagh, Melanie; Runkle, Adam C.; Simon, Jeffrey; Coppola, Brian P.] Univ Michigan, Dept Chem, Ann Arbor, MI 48109 USA',\n",
       " 'Carr, Ronald L.; Strobel, Johannes] Purdue Univ, Inst Engn Res & Learning P12, INSPIRE, W Lafayette, IN 47907 USA; 0',\n",
       " 'Yu, Chong Ho; DiGangi, Samuel; Jannasch-Pennell, Angel] Arizona State Univ, Appl Learning Technol Inst, Scottsdale, AZ 85257 USA',\n",
       " 'Cheville, R. Alan] Oklahoma State Univ, Sch Elect & Comp Engn, Oklahoma City, OK 74074 USA',\n",
       " 'Cheville, R. Alan] Natl Sci Fdn, Div Engn Educ & Ctr, Arlington, VA 22230 USA',\n",
       " 'Subramaniam, Mega M.] Univ Maryland, Informat Policy & Access Ctr, Coll Informat Studies, College Pk, MD 20742 USA',\n",
       " 'Tate, William F.; Thorne-Wallington, Elizabeth] Washington Univ, Dept Educ Arts & Sci, St Louis, MO 63130 USA',\n",
       " 'Hogrebe, Mark C.] Washington Univ, Dept Educ, St Louis, MO 63130 USA',\n",
       " 'Schmidt, Christopher D.] Villanova Univ, Dept Educ & Counseling, Coll Liberal Arts & Sci, Villanova, PA 19085 USA',\n",
       " 'Rokutani, Laurie J.] Moonshadow, Williamsburg, VA USA',\n",
       " 'Hardinge, Gail B.] Coll William & Mary, Sch Educ, Williamsburg, VA 23187 USA',\n",
       " 'Meyers, Kerry L.; Goodrich, Victoria; Brockman, Jay] Univ Notre Dame, Notre Dame, IN 46556 USA',\n",
       " 'Merwade, V.] Purdue Univ, Sch Civil Engn, W Lafayette, IN 47907 USA',\n",
       " 'Ruddell, B. L.] Arizona State Univ, Dept Engn, Coll Technol & Innovat, Mesa, AZ USA',\n",
       " 'Sjaastad, Jorgen] Univ Oslo, Dept Phys, Blindern, Norway',\n",
       " 'Uttal, David H.; Cohen, Cheryl A.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA',\n",
       " 'Uttal, David H.; Cohen, Cheryl A.] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL 60208 USA; Robert Gordon Univ, Inst Innovat Design & Sustainabil Res, Aberdeen AB10 7QD, Scotland',\n",
       " 'Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA',\n",
       " 'Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA',\n",
       " 'Finkelstein, Noah] Univ Colorado, Dept Phys, Boulder, CO 80309 USA',\n",
       " 'Riga, Alan T.] Cleveland State Univ, Dept Chem, Coll Sci & Hlth Profess, Cleveland, OH 44115 USA',\n",
       " 'Matthews, M. Ellen] Buckeye Pharmaceut, Beachwood, OH 44122 USA',\n",
       " 'Greenseid, Lija O.] Profess Data Analysts Inc, Minneapolis, MN USA',\n",
       " 'Lawrenz, Frances] Univ Minnesota, Minneapolis, MN USA',\n",
       " 'Rule, Gordon] Carnegie Mellon Univ, Dept Biol Sci, Pittsburgh, PA 15213 USA',\n",
       " 'Bajzek, Diana] Carnegie Mellon Univ, Off Technol Educ, Pittsburgh, PA 15213 USA',\n",
       " 'Goodman, Anya] Calif Polytech State Univ San Luis Obispo, Dept Chem & Biochem, San Luis Obispo, CA 93407 USA',\n",
       " 'Kessler, Aaron] Univ Pittsburgh, Sch Educ, Pittsburgh, PA 15213 USA',\n",
       " 'Malcom, Lindsey E.] Univ Calif Riverside, Grad Sch Educ, Riverside, CA 92521 USA',\n",
       " 'Malcom, Shirley M.] Amer Assoc Advancement Sci, Educ Program, Washington, DC USA',\n",
       " 'Malcom, Shirley M.] Amer Assoc Advancement Sci, Human Resources Program, Washington, DC USA',\n",
       " 'Myers, Carrie B.] Montana State Univ, Dept Educ, Bozeman, MT 59717 USA',\n",
       " 'Pavel, D. Michael] Univ Oregon, Eugene, OR 97403 USA',\n",
       " 'Capobianco, Brenda M.] Purdue Univ, Dept Curriculum & Instruct, Coll Educ, W Lafayette, IN 47907 USA',\n",
       " 'Capobianco, Brenda M.] Purdue Univ, Sch Engn Educ, Coll Educ, W Lafayette, IN 47907 USA',\n",
       " 'Weller, Jessica] Purdue Univ, Coll Sci, W Lafayette, IN 47907 USA',\n",
       " 'Kaufman, Senator Edward E.] US Senate, Washington, DC 20510 USA',\n",
       " 'Eseryel, Deniz] Univ Oklahoma, Dept Educ Psychol, Norman, OK 73019 USA',\n",
       " 'Ifenthaler, Dirk] Univ Mannheim, D-6800 Mannheim 1, Germany; 0',\n",
       " 'Lopez, Enrique; Kim, Jennifer; Nandagopal, Kiruthiga; Shavelson, Richard J.] Stanford Univ, Dept Educ, Stanford, CA 94305 USA',\n",
       " 'Cardin, Nate] Stanford Univ, Dept Chem, Stanford, CA 94305 USA',\n",
       " 'Penn, John H.] W Virginia Univ, Dept Chem, Morgantown, WV 26506 USA',\n",
       " 'Woodard, Lisa J.] Washington State Univ, Coll Pharm, Dept Pharmacotherapy, Spokane, WA 99210 USA',\n",
       " 'Wilson, Judith S.] San Joaquin Cty Off Educ, Stockton, CA USA',\n",
       " 'Blankenship, James] Univ Pacific, Thomas J Long Sch Pharm & Hlth Sci, Stockton, CA 95211 USA',\n",
       " 'Lindsey, Marti] Univ Arizona, Coll Pharm, Tucson, AZ 85721 USA; Univ Birmingham, Sch Educ, Birmingham B15 2TT, W Midlands, England',\n",
       " 'English, Lyn D.; Hudson, Peter] Queensland Univ Technol, Sch Math Sci & Technol Educ, Brisbane, Qld 4001, Australia',\n",
       " 'Dawes, Les] Queensland Univ Technol, Sch Urban Dev, Brisbane, Qld 4001, Australia; Soc Mfg Engineers SME Educ Fdn, Dearborn, MI USA',\n",
       " 'Denker, S. P.; Lindburg, L.] BayBio Inst, San Francisco, CA USA; 0',\n",
       " 'Foster, K. M.; Bergin, K. B.; McKenna, A. F.; Millard, D. L.; Perez, L. C.; Prival, J. T.; Rainey, D. Y.; Sevian, H. M.; VanderPutten, E. A.; Hamos, J. E.] Natl Sci Fdn, Div Undergrad Educ, Arlington, VA 22230 USA',\n",
       " 'Foster, K. M.] Univ Texas Austin, Inst Community, Austin, TX 78712 USA',\n",
       " 'Foster, K. M.] Univ Texas Austin, Sch Partnerships, Austin, TX 78712 USA',\n",
       " 'Nicholls, Gillian M.] Univ Alabama, Huntsville, AL 35899 USA',\n",
       " 'Besterfield-Sacre, Mary] Univ Pittsburgh, Dept Ind Engn, Pittsburgh, PA 15261 USA',\n",
       " 'Besterfield-Sacre, Mary] Univ Pittsburgh, Ctr Learning Res & Dev, Pittsburgh, PA 15261 USA; Battelle Mem Inst, Columbus, OH 43201 USA; 0; Battelle Mem Inst, Columbus, OH 43201 USA; 0',\n",
       " 'Riechert, Susan E.] Univ Tennessee, Knoxville, TN 37996 USA',\n",
       " 'Post, Brian K.] Georgia Inst Technol, Sch Mech Engn, Atlanta, GA 30318 USA',\n",
       " 'Pazos, Pilar] Old Dominion Univ, Engn Management & Syst Engn Dept, Norfolk, VA 23529 USA',\n",
       " 'Micari, Marina; Light, Gregory] Northwestern Univ, Searle Ctr Teaching Excellence, Evanston, IL USA',\n",
       " 'Light, Gregory] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL USA',\n",
       " 'Hopkinson, Peter; James, Peter] Univ Bradford, Ecovers Off, Bradford BD7 1DP, W Yorkshire, England; 0',\n",
       " 'Stubbs, Kristen N.] iRobot Corp, Bedford, MA USA',\n",
       " 'Yanco, Holly A.] Univ Massachusetts Lowell, Lowell, MA USA; 0',\n",
       " 'Labov, Jay B.; Schweingruber, Heidi A.; Hilton, Margaret L.] CNR, Ctr Educ, Washington, DC 20001 USA',\n",
       " 'Singer, Susan R.] Carleton Coll, Dept Biol, Northfield, MN 55057 USA',\n",
       " 'George, Melvin D.] Univ Missouri, Off President, Columbia, MO 65211 USA',\n",
       " 'Cantrell, Pamela] Brigham Young Univ, Dept Teacher Educ, Provo, UT 84602 USA',\n",
       " 'Ewing-Taylor, Jacque] Univ Nevada, Raggio Res Ctr STEM Educ, Coll Educ, Reno, NV 89557 USA; 0; 0; Cornell Univ, Ithaca, NY 14853 USA',\n",
       " 'Mayo, Merrilea J.] Ewing Marion Kauffman Fdn, Kansas City, MO 64110 USA',\n",
       " 'Amato-Henderson, Susan] Michigan Technol Univ, Dept Cognit & Learning Sci, Houghton, MI 49931 USA',\n",
       " 'Lehman, John B.] Michigan Technol Univ, Enrollment Serv, Houghton, MI 49931 USA',\n",
       " 'Cattelino, Peter] Michigan Technol Univ, YES, Expo Program, Houghton, MI 49931 USA',\n",
       " 'Cattelino, Peter] Michigan Technol Univ, YES, Educ Program, Houghton, MI 49931 USA; 0; 0',\n",
       " 'Narum, Jeanne L.] Independent Coll Off, Project Kaleidoscope, Washington, DC 20036 USA; 0; 0; 0; 0; 0; Univ Pittsburgh, Pittsburgh, PA 15261 USA; Esso Thailand Publ Co Ltd, Bangkok 10120, Thailand',\n",
       " 'Strozak, Victor S.] CUNY, Ctr Adv Study Educ, Grad Ctr, New York, NY 10016 USA; Georgia Inst Technol, TPAC, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Publ Policy, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Econ, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Ind & Syst Engn, Atlanta, GA 30332 USA; Univ Nijmegen St Radboud Hosp, ITS, NL-6500 KJ Nijmegen, Netherlands; Phoeniz Zoo, Phoenix, AZ 85008 USA; Penn State Univ, Coll Engn, University Pk, PA 16802 USA; Univ Missouri, Columbia, MO USA; Montana State Univ, Bozeman, MT 59717 USA',\n",
       " \"Khan, Arshad M.; D'Arcy, Christina E.] Univ Texas El Paso, UTEP Syst Neurosci Lab, El Paso, TX 79968 USA\",\n",
       " \"D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Biol Educ Res Grp, El Paso, TX 79968 USA\",\n",
       " \"Khan, Arshad M.; D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Dept Biol Sci, 500 W Univ Ave,Biosci Bldg, El Paso, TX 79968 USA\",\n",
       " \"Khan, Arshad M.; D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Border Biomed Res Ctr, El Paso, TX 79968 USA\",\n",
       " \"Khan, Arshad M.; D'Arcy, Christina E.] Univ Texas El Paso, UTEP PERSIST Brain Mapping & Connect Teaching Lab, El Paso, TX 79968 USA\",\n",
       " \"Khan, Arshad M.; D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Bldg SCHOLARS Program, El Paso, TX 79968 USA\",\n",
       " 'Khan, Arshad M.] Univ Texas El Paso, UTEP RISE Program, El Paso, TX 79968 USA',\n",
       " 'Khan, Arshad M.] Univ Texas El Paso, UTEP Neurosci Bachelor Sci Degree Program, El Paso, TX 79968 USA',\n",
       " \"D'Alessio, Matteo] Univ Mississippi, Dept Civil Engn, 204 Carrier Hall, University, MS 38677 USA\",\n",
       " 'Rushing, Grace] Univ Mississippi, Dept Civil Engn, 202 Carrier Hall, University, MS 38677 USA',\n",
       " 'Gray, Tiffany L.] Univ Mississippi, Div Outreach & Continuing Educ, Jackson Ave Ctr, University, MS 38677 USA',\n",
       " 'Henry, Meredith A.; Shorter, Shayla; Heemstra, Jennifer M.] Emory Univ, Dept Chem, 1515 Pierce Dr, Atlanta, GA 30322 USA',\n",
       " 'Charkoudian, Louise K.] Haverford Coll, Dept Chem, Haverford, PA 19041 USA',\n",
       " 'Le, Benjamin] Haverford Coll, Dept Psychol, Haverford, PA 19041 USA',\n",
       " 'Corwin, Lisa A.] Univ Colorado, Dept Ecol & Evolutionary Biol, 1900 Pleasant St,334 UCB, Boulder, CO 80309 USA',\n",
       " 'Vinje, Hilde; Almoy, Trygve; Froslie, Kathrine Frey; Saebo, Solve] Norwegian Univ Life Sci, Fac Chem Biotechnol & Food Sci, Christian Magnus Falsens Vei 1, N-1433 As, Norway',\n",
       " 'Brovold, Helge] Norwegian Univ Sci & Technol, Nat Ctr Sci Recruitment, Trondheim, Norway',\n",
       " 'Bacovic, Maja; Pejovic, Bojan] Univ Montenegro, Fac Econ, Podgorica, Montenegro',\n",
       " 'Andrijasevic, Zivko] Univ Montenegro, Fac Philosophy, Podgorica, Montenegro',\n",
       " 'Lin, Chun-Hung] Chung Yuan Christian Univ, Ctr Teacher Educ, Taoyuan, Taiwan',\n",
       " 'Yu, Chih-Chang] Chung Yuan Christian Univ, Dept Informat & Comp Engn, Taoyuan, Taiwan',\n",
       " 'Shih, Po-Kang] Chung Yuan Christian Univ, Ctr Gen Educ, Taoyuan, Taiwan',\n",
       " 'Wu, Leon Yufeng] Chung Yuan Christian Univ, Grad Sch Educ, Taoyuan, Taiwan',\n",
       " 'Ozcakir Sumen, Ozlem; Calisici, Hamza] Ondokuz Mayis Univ, Fac Educ, Samsun, Turkey',\n",
       " 'Capobianco, Brenda M.; Clingerman, Jenna] Purdue Univ, Dept Curriculum & Instruct, 100 North Univ St, W Lafayette, IN 47907 USA',\n",
       " 'Radloff, Jeffrey] SUNY Coll Cortland, Childhood Early Childhood Educ Dept, Cortland, NY 13045 USA',\n",
       " 'Schellinger, Jennifer; Jaber, Lama Z.; Southerland, Sherry A.] Florida State Univ, Sch Teacher Educ, Tallahassee, FL 32306 USA',\n",
       " 'Tekdal, Mehmet] Univ Cukurova, Fac Educ, Dept Comp Educ & Instruct Technol, TR-01330 Adana, Turkey',\n",
       " 'Huang, Yuanzhen] Quanzhou Ocean Inst, Quanzhou 362700, Peoples R China',\n",
       " 'Liu, Xiaohui] Xiamen Univ, Inst Educ, Xiamen 361021, Peoples R China',\n",
       " 'Huang, Yuanzhen; Liu, Xiaohui] Jimei Univ, Sch Sci, Xiamen 361021, Peoples R China',\n",
       " 'Romero-Ariza, Marta; Quesada, Antonio; Abril, Ana-Maria; Cobo, Cristina] Univ Jaen, Jaen, Spain',\n",
       " 'Morton, Terrell R.] Univ Missouri Columbia, 303 Townsend Hall, Columbia, MO 65211 USA',\n",
       " 'Davila, Omar] Santa Clara Univ, Child Studies Program, Santa Clara, CA 95053 USA',\n",
       " 'Rios, Victor M.] Univ Calif Santa Barbara, Dept Sociol, Santa Barbara, CA 93106 USA',\n",
       " 'Queiruga-Dios, Miguel-Angel; Diez-Ojeda, Maria; Saiz-Manzanares, Maria-Consuelo] Univ Burgos, Burgos, Spain',\n",
       " 'Lopez-Inesta, Emilia] Univ Valencia, Valencia, Spain',\n",
       " 'Vazquez-Dorrio, Jose-Benito] Univ Vigo, Vigo, Spain',\n",
       " 'Mulvey, Kelly Lynn; Joy, Angelina] North Carolina State Univ, Dept Psychol, Raleigh, NC USA',\n",
       " 'Caslin, Michael; Katti, Madhusudan] North Carolina State Univ, Dept Forestry & Environm Resources, Raleigh, NC USA',\n",
       " 'Orcutt, Darby] North Carolina State Univ Lib, Raleigh, NC USA',\n",
       " 'Eseryel, Deniz] North Carolina State Univ, Dept Learning Design & Technol, Raleigh, NC USA',\n",
       " 'Graham, Mark A.] Brigham Young Univ, Provo, UT 84602 USA',\n",
       " 'Duan, Ruoyu Jenny; Walker, Graham J.; Orthia, Lindy A.] Australian Natl Univ, Ctr Publ Awareness Sci CPAS, Acton, ACT 2602, Australia',\n",
       " 'Skrentny, John D.; Lewis, Kevin] Univ Calif San Diego, Dept Sociol, 9500 Gilman Dr, La Jolla, CA 92093 USA',\n",
       " 'Jackson, Christa] Iowa State Univ, Sch Educ, 2642A Lagomarcino Hall,901 Stange Rd, Ames, IA 50011 USA',\n",
       " 'Mohr-Schroeder, Margaret J.; Yost, Caitlyn; Fowler, Abigail] Univ Kentucky, 105 Taylor Educ Bldg, Lexington, KY 40506 USA',\n",
       " 'Bush, Sarah B.] Univ Cent Florida, Sch Teacher Educ, Coll Community Innovat & Educ, POB 161250, Orlando, FL 32816 USA',\n",
       " 'Maiorca, Cathrine] Calif State Univ Long Beach, Dept Teacher Educ, 1250 Bellflower Blvd, Long Beach, CA 90840 USA',\n",
       " 'Roberts, Thomas] Bowling Green State Univ, 529 Educ Bldg, Bowling Green, OH 43403 USA',\n",
       " 'Reinholz, Daniel L.; White, Isabel] San Diego State Univ, Dept Math & Stat, San Diego, CA 92182 USA',\n",
       " 'Andrews, Tessa] Univ Georgia, Dept Genet, 120 East Green St, Athens, GA 30602 USA',\n",
       " 'Ortiz-Revilla, Jairo; Greca, Ileana M.; Meneses-Villagra, Jesus-Angel] Univ Burgos, Burgos, Spain',\n",
       " 'Bautista, Alfredo] Educ Univ Hong Kong, Hong Kong, Peoples R China',\n",
       " 'Davies, Richard] Univ Cent Lancashire, Preston, Lancs, England',\n",
       " 'Trowsdale, Jo] Univ Warwick, Coventry, W Midlands, England',\n",
       " 'Sengupta-Irving, Tesha] Univ Calif Berkeley, Learning Sci & Crit Studies Race Gender & Class, Berkeley, CA 94720 USA',\n",
       " 'Akbuga, Enes] Drake Univ, Dept Math & Comp Sci, Des Moines, IA 50311 USA',\n",
       " 'Havan, Selim] Univ Illinois, Dept Educ Psychol, Urbana, IL 61801 USA',\n",
       " 'Gorgulu Ari, Asli; Meco, Gulsum] Yildiz Tech Univ, Dept Sci Educ, TR-34220 Istanbul, Turkey',\n",
       " 'Edwards, B.; Griffiths, S.] Manchester Metropolitan Univ, Manchester Ctr Publ Hist & Heritage, Manchester, Lancs, England',\n",
       " 'Edwards, B. B.] Abermorddu CP Sch, Cymau Lane, Caergwrle, Wrexham, Wales',\n",
       " 'Reynolds, F. F.] Cadw, Unit 5-7 Cefn Coed,Parc Nantgarw, Cardiff, Wales',\n",
       " 'Stanford, A.] SUMO Aerial Cam, Vineyard House,Upper Hook Rd, Upton Upon Severn, Worcs, England',\n",
       " 'Woods, M.] Manchester Metropolitan Univ, Dept Hist Polit & Philosophy, Manchester, Lancs, England',\n",
       " 'Galino, Jeffrey Rivera] Camarin High Sch, Cadena de Amor St,Area B, Camarin Caloocan City, Philippines',\n",
       " 'Galino, Jeffrey Rivera; Tanaka, Hideyuki] Hiroshima Univ, Grad Sch Humanity & Social Sci, 1-1-1 Kagamiyama, Higashihiroshima, Hiroshima 7398524, Japan',\n",
       " 'Gurbuz, Ramazan] Adiyaman Univ, Math Educ, Dept Math & Sci Educ, Fac Educ, Adiyaman, Turkey',\n",
       " 'Calik, Muammer] Trabzon Univ, Chem Educ, Dept Elementary Teacher Educ, Fatih Fac Educ, Trabzon, Turkey',\n",
       " 'Krstic, Suzana V. Markovic; Radulovic, Lela R. Milosevic] Univ Nis, Dept Sociol, Fac Philosophy, Cirila & Metodija 2, Nish 18000, Serbia',\n",
       " 'Fraser, Sharon; Barnes, Nicoli; Kilpatrick, Sue] Univ Tasmania, Sch Educ, Launceston, Tas, Australia',\n",
       " 'Guenther, John] Batchelor Inst Indigenous Tertiary Educ, Fac Tertiary Educ & Res, Casuarina, NT, Australia',\n",
       " 'Nutton, Georgie] Charles Darwin Univ, Coll Indigenous Futures Educ & Arts, Casuarina, NT, Australia',\n",
       " 'Dou, Remy] Florida Int Univ, Dept Teaching & Learning, Miami, FL 33155 USA',\n",
       " 'Dou, Remy; Cian, Heidi; Espinosa-Suarez, Valentina] Florida Int Univ, STEM Transformat Inst, Miami, FL 33155 USA',\n",
       " 'Lian, Yi] Chinese Univ Hong Kong, Fac Educ, Hong Kong 999077, Peoples R China',\n",
       " 'Tsang, Kwok-Kuen] Beijing Normal Univ, Coll Educ Adm, Fac Educ, Beijing 100875, Peoples R China',\n",
       " 'Zhang, Ying] Capital Univ Econ & Business, Coll Urban Econ & Publ Adm, Beijing 100070, Peoples R China',\n",
       " 'Cabell, Autumn L.] DePaul Univ, Dept Counseling & Special Educ, 2247 North Halsted St, Chicago, IL 60614 USA',\n",
       " 'Ewing, Nadia N.] St Marys Coll, Notre Dame, IN 46556 USA',\n",
       " 'Johnson-Glenberg, Mina C.; Bartolomea, Hannah; Kalina, Elena] Arizona State Univ, Dept Psychol, 950 South MacAllister St, Tempe, AZ 85287 USA',\n",
       " 'Turner, Angela; Logan, Marianne; Wilks, Judith] Southern Cross Univ, Lismore, NSW, Australia',\n",
       " 'Wilks, Judith] Univ Notre Dame, Fremantle, WA, Australia',\n",
       " 'Nakamura, Asako J.] Ibaraki Univ, Coll Sci, Dept Biol Sci, Mito, Ibaraki, Japan',\n",
       " 'Tandrayen-Ragoobur, Verena] Univ Mauritius, Dept Econ & Stat, Reduit, Mauritius',\n",
       " 'Gokulsing, Deepa] Univ Mauritius, Dept Social Studies, Reduit, Mauritius',\n",
       " 'Tze, Virginia M. C.] Univ Manitoba, Dept Educ Adm Fdn & Psychol, Winnipeg, MB, Canada',\n",
       " 'Li, Johnson C-H] Univ Manitoba, Dept Psychol, Winnipeg, MB, Canada',\n",
       " 'Parker, Patti C.] Univ Alberta, Dept Educ Psychol, Edmonton, AB, Canada',\n",
       " 'Wieselmann, Jeanna R.] Southern Methodist Univ, Teaching & Learning, Dallas, TX 75205 USA',\n",
       " 'Dare, Emily A.] Florida Int Univ, Teaching & Learning, Miami, FL 33199 USA',\n",
       " 'Roehrig, Gillian H.] Univ Minnesota, Curriculum & Instruct, Minneapolis, MN USA',\n",
       " 'Ring-Whalen, Elizabeth A.] St Catherine Univ, Educ, St Paul, MN USA',\n",
       " 'Ustu, Hasan] Turkish Minist Educ, Osmaniye, Turkey',\n",
       " 'Saito, Tomoki] Juntendo Univ, Tokyo, Japan',\n",
       " 'Mentis Tas, Ayse] Necmettin Erbakan Univ, Konya, Turkey',\n",
       " 'Blom, Nicolaas; Abrie, Amelia L.] Univ Pretoria, Dept Sci Math & Technol Educ, ZA-0181 Pretoria, South Africa',\n",
       " 'Barger, Nicole; Boyle, Eve K.; Diogo, Rui] Howard Univ, Coll Med, Anat Dept, Washington, DC 20059 USA',\n",
       " 'Barger, Nicole; Richmond, Marli; Diogo, Rui] George Washington Univ, Ctr Adv Study Human Paleobiol, Washington, DC USA',\n",
       " 'Barger, Nicole] George Washington Univ, Anthropol, Washington, DC USA',\n",
       " 'Martin, Jose Saul] Univ Aveiro, Biol Dept, Aveiro, Portugal',\n",
       " 'Luo, Tian; So, Winnie Wing Mui; Li, Wai Chin] Educ Univ Hong Kong, Dept Sci & Environm Studies, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China',\n",
       " 'Luo, Tian; So, Winnie Wing Mui; Li, Wai Chin] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China',\n",
       " 'Wan, Zhi Hong] Educ Univ Hong Kong, Dept Curriculum & Instruct, Tai Po, Hong Kong, Peoples R China',\n",
       " 'Amoako, Samuel] SDD Univ Business & Integrated & Dev Studies, Sch Business, Dept Banking & Finance, Wa, Upper West Regi, Ghana',\n",
       " 'Insaidoo, Michael] Univ Profess Studies, Dept Banking & Finance, POB LG 149, Legon, Accra, Ghana',\n",
       " 'Chung, Sheng Kuan] Univ Houston, Art Educ, Dept Curriculum & Instruct, Houston, TX 77004 USA',\n",
       " 'Li, Dan] Michigan State Univ, Dept Art Art Hist & Design, E Lansing, MI 48824 USA',\n",
       " 'Sharma, Gautam] Cent Univ Gujarat, Ctr Studies Sci Technol & Innovat Policy, Gandhinagar, Gujarat, India',\n",
       " \"Hamilton, Miriam; O' Dwyer, Anne; Leavy, Aisling; Hourigan, Mairead; Carroll, Claire; Corry, Edward] Mary Immaculate Coll, Dept STEM Educ, Limerick, Ireland\",\n",
       " 'Braund, Martin] Nelson Mandela Univ, South Campus,Univ Way, ZA-6011 Port Elizabeth, South Africa',\n",
       " 'Douglass, Helen] Univ Tulsa, Dept Educ, Tulsa, OK 74104 USA',\n",
       " 'Verma, Geeta] Univ Colorado, Sch Educ & Human Dev, Denver, CO 80202 USA',\n",
       " 'Belbase, Shashidhar; Tairab, Hassan; Jarrah, Adeeb] United Arab Emirates Univ, Coll Educ, Dept Curriculum & Instruct, Al Ain, U Arab Emirates',\n",
       " 'Mainali, Bhesh Raj] Rider Univ, Coll Educ, Human Serv Fac, Lawrenceville, NJ 08648 USA',\n",
       " 'Kasemsukpipat, Wandee] Kasetsart Univ, Fac Educ, Dept Educ, Bangkok, Thailand',\n",
       " 'Gochoo, Munkhjargal] United Arab Emirates Univ, Coll Informat Technol, Dept Comp Sci & Software Engn, Al Ain, U Arab Emirates',\n",
       " 'Gough, Annette] RMIT Univ, Sch Educ, POB 71, Bundoora, Vic 3083, Australia',\n",
       " 'Cobian, Krystle Palma] Univ Calif Los Angeles, Jonathan & Karin Fielding Sch Publ Hlth, Los Angeles, CA 90095 USA',\n",
       " 'Ramos, Hector, V] Univ Calif Los Angeles, Sch Educ & Informat Studies, Los Angeles, CA USA',\n",
       " 'Lee, Dae-Jung] Jeonbuk Natl Univ, Dept Phys Educ, Jeollabuk Do, South Korea',\n",
       " 'Sulaeman, Nurul Fitriyah] Mulawarman Univ, Fac Teacher Training & Educ, Dept Phys Educ, Samarinda, Indonesia',\n",
       " 'Putra, Pramudya Dwi Aristya] Univ Jember, Fac Teacher Training & Educ, Dept Sci Educ, Jember, Indonesia',\n",
       " 'Mineta, Ippei] Univ Tsukuba, Grad Sch Comprehens Human Sci, Tsukuba, Ibaraki, Japan',\n",
       " 'Hakamada, Hiroki] Takabe Higashi Elementary Sch, Shizuoka, Japan',\n",
       " 'Takahashi, Masahiro; Ide, Yuhsuke] Shizuoka Fuzoku Jr High Sch, Shizuoka, Japan',\n",
       " 'Kumano, Yoshisuke] Shizuoka Univ, STEAM Educ Inst, Shizuoka, Japan',\n",
       " 'Alcaraz-Dominguez, Silvia; Barajas, Mario] Univ Barcelona, Fac Educ, Barcelona 08035, Spain',\n",
       " 'Papadakis, Stamatios; Kalogiannakis, Michail] Univ Crete, Fac Educ, Dept Presch Educ, Iraklion 74100, Greece',\n",
       " 'Vaiopoulou, Julie] Univ Nicosia, Dept Educ, CY-2417 Nicosia, Cyprus',\n",
       " 'Sifaki, Eirini] Hellen Open Univ, Dept Cultural Org Management, Patras 26222, Greece',\n",
       " 'Stamovlasis, Dimitrios] Aristotle Univ Thessaloniki, Dept Philosophy & Educ, Thessaloniki 54124, Greece',\n",
       " 'Ma, Ying] Univ British Columbia, Fac Educ, Dept Curriculum Studies, Vancouver, BC V6T 1Z4, Canada',\n",
       " 'Akdere, Mesut; Acheson, Kris; Jiang, Yeling] Purdue Univ, W Lafayette, IN USA',\n",
       " 'Tang, Wendy; Djuric, Petar M.] SUNY Stony Brook, Elect & Comp Engn Dept, Stony Brook, NY 11794 USA',\n",
       " 'Tang, Wendy] SUNY Stony Brook, Sci Elect Engn Online Program, Stony Brook, NY 11794 USA',\n",
       " 'Eickholt, Jesse; Seeling, Patrick] Cent Michigan Univ, Dept Comp Sci, Mt Pleasant, MI 48859 USA',\n",
       " 'Johnson, Matthew R.] Cent Michigan Univ, Dept Educ Leadership, Mt Pleasant, MI 48859 USA',\n",
       " 'Uret, Aytul; Ceylan, Remziye] Yildiz Tech Univ, Fac Educ, Istanbul, Turkey',\n",
       " 'Ghazzawi, Dina; Hardy, John] Univ Houston, Houston, TX 77004 USA',\n",
       " 'Pattison, Donna Lynn] Univ Houston, Nat Sci & Math, Houston, TX USA',\n",
       " 'Horn, Catherine] Univ Houston, Educ Leadership & Policy Anal, Houston, TX USA',\n",
       " 'Brown, Beverly] Univ Houston Syst, Houston, TX USA',\n",
       " 'Lange, Alissa A.; Nayfeld, Irena] East Tennessee State Univ, Early Childhood Educ Dept, POB 70548, Johnson City, TN 37614 USA',\n",
       " 'Mano, Hagit] William Patterson Univ, Wayne, NJ USA',\n",
       " 'Jung, Kwanghee] Rutgers State Univ, Natl Inst Early Educ Res, New Brunswick, NJ USA',\n",
       " 'Lange, Alissa A.] CUNY Brooklyn Coll, Early Childhood Educ Art Educ, Brooklyn, NY 11210 USA',\n",
       " 'Tenhovirta, Satu; Seitamaa-Hakkarainen, Pirita; Hakkarainen, Kai] Univ Helsinki, Fac Educ Sci, Helsinki, Finland',\n",
       " 'Korhonen, Tiina] Univ Helsinki, Fac Educ Sci, Innokas Network, Helsinki, Finland',\n",
       " 'Paluri, Achuta Ratna; Sonwaney, Vandana] Constituent Symbiosis Int, Symbiosis Inst Operat Management, Nasik, Maharashtra, India',\n",
       " 'Canbazoglu Bilici, Sedef] Aksaray Univ, Dept Sci Educ, Aksaray, Turkey',\n",
       " 'Kupeli, Mehmet Ali] Republ Turkey Minist Natl Educ, Adana, Turkey',\n",
       " 'Guzey, S. Selcen] Purdue Univ, Dept Curriculum & Instruct, W Lafayette, IN 47907 USA',\n",
       " 'Guzey, S. Selcen] Purdue Univ, Dept Biol Sci, W Lafayette, IN 47907 USA',\n",
       " 'Lamb, Richard] East Carolina Univ, Coll Educ, Neurocognit Sci Lab, Greenville, NC 27858 USA',\n",
       " 'Hoston, Douglas] SUNY Coll Buffalo, Buffalo, NY USA',\n",
       " 'Lin, Jing] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing, Peoples R China',\n",
       " 'Firestone, Jonah] Washington State Univ Tricities, Richland, WA USA',\n",
       " 'Ucgul, Memet; Altiok, Serhat] Kirikkale Univ, Dept Comp Educ & Instruct Technol, Educ Fac, Yahsihan, Kirikkale, Turkey',\n",
       " 'Ekiz-Kiran, Betul] Tokat Gaziosmanpasa Univ, Math & Sci Educ Dept, Tokat, Turkey',\n",
       " 'Aydin-Gunbatar, Sevgi] Van Yuzuncu Yil Univ, Math & Sci Educ Dept, Van, Turkey',\n",
       " 'Mwasiaji, Evans] Kenyatta Univ, Dept Business Adm, POB 43844, Nairobi City 00100, Gpo, Kenya',\n",
       " 'Mambo, Shadrack] Kenyatta Univ, Dept Elect & Elect Engn, Nairobi, Kenya',\n",
       " 'Mse, Godfrey S.] KU, Dept Educ Management Policy & Curriculum Studies, Nairobi, Kenya',\n",
       " 'Okumu, John] Kenyatta Univ, Dept Phys, Nairobi, Kenya',\n",
       " 'Moon, Jewoong] Florida State Univ, Dept Educ Psychol & Learning Syst, Coll Educ, Tallahassee, FL 32304 USA',\n",
       " 'Lee, Sungwoong] Univ West Georgia, Coll Educ, Dept Educ Technol & Fdn, Carrollton, GA 30118 USA',\n",
       " 'Xu, Xinhao] Univ Missouri, Sch Informat Sci & Learning Technol, Columbia, MO 65211 USA',\n",
       " 'Basaran, Mustafa; Erol, Mustafa] Yildiz Tech Univ, Dept Elementary Educ, Primary Educ, Istanbul, Turkey',\n",
       " 'Miller, Michelle D.; Castillo, Giovanni; Medoff, Norman] No Arizona Univ, Flagstaff, AZ 86011 USA',\n",
       " 'Hardy, Alexis] CUNY, New York, NY 10017 USA',\n",
       " 'Pelger, Susanne] Lund Univ, Fac Sci, Lund, Sweden',\n",
       " \"Hourigan, M.; O'Dwyer, A.; Leavy, A. M.; Corry, E.] Univ Limerick, Mary Immaculate Coll, Fac Educ, Dept STEM Educ, Limerick, Ireland; 0\",\n",
       " 'Gross, Thomas J.] Western Kentucky Univ, Dept Psychol, Bowling Green, KY 42101 USA',\n",
       " 'Li, Qingxia; McCarroll, Patricia] Fisk Univ, Dept Math & Comp Sci, Nashville, TN USA',\n",
       " 'Rodriguez, Sarah] Iowa State Univ, Sch Educ, Ames, IA USA',\n",
       " 'Pilcher, Amy] Wartburg Coll, Business Adm Accounting & Econ, Waverly, IA USA',\n",
       " 'Garcia-Tellez, Norma] Univ Illinois, Housing, Chicago, IL 60680 USA',\n",
       " 'McManimon, Shannon K.] SUNY Coll New Paltz, Dept Educ Studies & Leadership, New Paltz, NY 12561 USA',\n",
       " 'Anuar, Aizuddin Mohamed; Chankseliani, Maia] Univ Oxford, Dept Educ, 15 Norham Gardens, Oxford OX2 6PY, England',\n",
       " 'Velasco, Richard Carlos L.] Univ Iowa, 240 S Madison St, Iowa City, IA 52242 USA',\n",
       " 'Hite, Rebecca] Texas Tech Univ, 3002 18th St, Lubbock, TX 79409 USA',\n",
       " 'Bondaryk, Leslie G.; Van Doren, Seth] Concord Consortium, Concord, MA 01742 USA',\n",
       " 'Hsi, Sherry] Concord Consortium, Emeryville, CA 94608 USA',\n",
       " 'Hsi, Sherry] BSCS Sci Learning, Colorado Springs, CO 80523 USA',\n",
       " 'Brancaccio-Taras, Loretta] CUNY Kingsborough Community Coll, Brooklyn, NY 11235 USA',\n",
       " 'Mawn, Mary V.] SUNY Empire State Coll, Saratoga Springs, NY 12866 USA',\n",
       " 'Premo, Josh] Utah Valley Univ, Orem, UT USA',\n",
       " 'Ramachandran, Roshini] Univ Calif Los Angeles, Los Angeles, CA USA',\n",
       " 'Holly, Michael; Pirker, Johanna; Resch, Sebastian; Brettschuh, Sandra; Guetl, Christian] Graz Univ Technol, Graz, Austria',\n",
       " 'Ozer, Ibrahim Evren] Kadikoy Bilim & Sanat Merkezi, Istanbul, Turkey',\n",
       " 'Bilici, Sedef Canbazoglu] Aksaray Univ, Egitim Fak, Matemat & Fen Bilimleri Egitimi Bolumu, Fen Bilgisi Egitimi ABD, Aksaray, Turkey',\n",
       " 'Gok, Tolga] Dokuz Eylul Univ, Torbali Tech Vocat Sch Higher Educ, Izmir, Turkey',\n",
       " 'Rico, Arantza; Agirre-Basurko, Elena; Ruiz-Gonzalez, Aritz; Palacios-Agundez, Igone; Zuazagoitia, Daniel] Univ Basque Country UPV EHU, Dept Math Expt & Social Sci Educ, Vitoria 01006, Spain',\n",
       " 'Lombardi, Doug] Univ Maryland, Dept Human Dev & Quantitat Methodol, College Pk, MD 20742 USA',\n",
       " 'Shipley, Thomas F.] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA',\n",
       " 'Arevalo, Maria-Jose] Univ Basque Country, UPV EHU, Fac Arts, Dept Philol & Hist, Vitoria 01006, Spain',\n",
       " 'Asun Cantera, Maria; Garcia-Marina, Vanessa] Univ Basque Country, UPV EHU, Fac Engn Vitoria, Dept Mech Engn, Vitoria 01006, Spain',\n",
       " 'Alves-Castro, Marian] Univ Basque Country, UPV EHU, Fac Arts, Dept English & German Philol & Translat & Interpr, Vitoria 01006, Spain',\n",
       " 'Razali, Fazilah] Univ Putra Malaysia, Fac Educ Studies, Serdang, Malaysia',\n",
       " 'Fraser, Barry J.; McLure, Felicity I.; Koul, Rekha B.] Curtin Univ, Perth, WA 6845, Australia',\n",
       " 'Micari, Marina] Northwestern Univ, Acad Support & Learning Adv, 1970 Campus Dr, Evanston, IL 60208 USA',\n",
       " 'Pazos, Pilar] Old Dominion Univ, Engn Management & Syst Engn, 2101D Engn Syst Bldg, Norfolk, VA 23529 USA',\n",
       " 'Hsiao, Peng-Wei] Macau Univ Sci & Technol, Dept Fine Arts Digital Media, Macau, Peoples R China',\n",
       " 'Su, Chung-Ho] Shu Te Univ, Dept Animat & Game Design, Kaohsiung 824, Taiwan',\n",
       " 'Lee, Donghee; Greer, Sydney E.; Dudley, Andrew T.] Univ Nebraska Med Ctr, Dept Genet Cell Biol & Anat, Omaha, NE 68198 USA',\n",
       " 'Kuss, Mitchell A.] Univ Nebraska Med Ctr, Dept Internal Med, Omaha, NE 68198 USA',\n",
       " 'An, Yang] Shandong Univ, Cheeloo Coll Med, Jinan 250012, Shandong, Peoples R China',\n",
       " 'Andrews, Madison E.; Borrego, Maura; Boklage, Audrey] Univ Texas Austin, Austin, TX 78712 USA',\n",
       " 'Karahan, Engin] Eskisehir Osmangazi Univ, Dept Curriculum & Instruct, Eskisehir, Turkey',\n",
       " 'Kara, Ahmet] Eskisehir Osmangazi Univ, Dept Psychol Counseling & Guidance, Eskisehir, Turkey',\n",
       " 'Akcay, Ahmet Oguz] Eskisehir Osmangazi Univ, Dept Elementary Educ, Eskisehir, Turkey',\n",
       " 'Cheng, Li; Antonenko, Pavlo Pasha; Ritzhaupt, Albert D.] Univ Florida, Coll Educ, Sch Teaching & Learning, 2423 Norman Hall,POB 117048, Gainesville, FL 32611 USA',\n",
       " 'MacFadden, Bruce] Univ Florida, Florida Museum Nat Hist, Gainesville, FL USA',\n",
       " 'Walker, Justice T.] Univ Texas El Paso, Coll Educ, 500 West Univ Ave, El Paso, TX 79968 USA',\n",
       " 'Kafai, Yasmin B.] Univ Penn, Grad Sch Educ, Philadelphia, PA 19104 USA',\n",
       " 'Shin, Myunghwan; Nelson, Frederick Peinado] Calif State Univ Fresno, Dept Liberal Studies, 5005 N Maple Ave,MS ED701, Fresno, CA 93740 USA',\n",
       " 'Lee, Jane Jiyoung] Michigan State Univ, CREATE STEM Inst, E Lansing, MI 48824 USA',\n",
       " 'Yang, Xiaotong; Rahimi, Seyedahmad; Shute, Valerie; Kuba, Renata; Smith, Ginny] Florida State Univ, 1114 W Call St, Tallahassee, FL 32306 USA',\n",
       " 'Alonso-Fernandez, Cristina] Univ Complutense Madrid, Av Seneca 2, Madrid 28040, Spain',\n",
       " 'Lindsay, Sara M.] Univ Maine, Sch Marine Sci, Orono, ME 04469 USA',\n",
       " 'Lindsay, Sara M.] Univ Maine, Maine Ctr Res STEM Educ, Orono, ME 04469 USA',\n",
       " 'Ng, Davy Tsz Kit; Chu, Samuel Kai Wah] Univ Hong Kong, Fac Educ, Pok Fu Lam, Hong Kong, Peoples R China',\n",
       " 'Whitcomb, Kyle M.; Singh, Chandralekha] Univ Pittsburgh, Dept Phys & Astron, Pittsburgh, PA 15260 USA',\n",
       " 'Hansen, Kathryn Strong] Chalmers Univ Technol, Gothenburg, Sweden',\n",
       " 'Sandrone, Stefano; Scott, Gregory] Imperial Coll London, Fac Med, Dept Brain Sci, Computat Cognit & Clin Neuroimaging Lab C3NL, London, England',\n",
       " 'Anderson, William J.] Harvard Univ, Dept Stem Cell & Regenerat Biol, Cambridge, MA 02138 USA',\n",
       " 'Anderson, William J.] Harvard Stem Cell Inst, Cambridge, MA 02138 USA',\n",
       " 'Musunuru, Kiran] Univ Penn, Dept Med, Cardiovasc Inst, Perelman Sch Med, Philadelphia, PA 19104 USA',\n",
       " 'Musunuru, Kiran] Univ Penn, Dept Genet, Perelman Sch Med, Philadelphia, PA 19104 USA',\n",
       " 'Liu, Yehe; Rollins, Andrew M.; Jenkins, Michael W.] Case Western Reserve Univ, Dept Biomed Engn, Cleveland, OH 44106 USA',\n",
       " 'Levenson, Richard M.; Fereidouni, Farzad] Univ Calif Davis, Med Ctr, Dept Pathol & Lab Med, Sacramento, CA 95817 USA',\n",
       " 'Jenkins, Michael W.] Case Western Reserve Univ, Dept Pediat, Cleveland, OH 44106 USA',\n",
       " 'Peeters, Walter] Int Space Univ, F-67400 Illkirch Graffenstaden, France',\n",
       " 'Delahunty, Thomas] Univ Birmingham, Dept Educ & Social Justice, Sch Educ, Birmingham, W Midlands, England',\n",
       " 'Delahunty, Thomas] Univ Coll Cork, Sch Educ, Cork, Ireland',\n",
       " 'Kimbell, Richard] Goldsmiths Univ London, London, England',\n",
       " 'Hachey, Alyse C.; An, Song A.; Golding, Diane E.] Univ Texas El Paso, Dept Teacher Educ, 500 W Univ Way,EDUC 601D, El Paso, TX 79968 USA',\n",
       " 'Jackson, Andrew; Bartholomew, Scott; Mentzer, Nathan] Purdue Univ, Dept Technol Leadership & Innovat, W Lafayette, IN 47907 USA',\n",
       " 'Jackson, Andrew] Univ Georgia, Dept Career & Informat Studies, 850 Coll Stn Rd, Athens, GA 30602 USA',\n",
       " 'Godwin, Allison] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA',\n",
       " 'Bartholomew, Scott] Brigham Young Univ, Sch Technol, Provo, UT 84602 USA',\n",
       " 'So, Winnie Wing Mui] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Hong Kong, Peoples R China',\n",
       " 'So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China',\n",
       " 'Rashid, Rafi] Natl Univ Singapore NUS, Integrat Sci & Engn Programme, NUS Grad Sch, Univ Hall,Tan Chin Tuan Wing 04-02, Singapore 119077, Singapore',\n",
       " 'Gouvea, Julia Svoboda] Tufts Univ, Dept Educ, Medford, MA 02155 USA',\n",
       " 'Aguilera, David; Vilchez-Gonzalez, Jose Miguel; Perales-Palacios, Francisco Javier] Univ Granada, Dept Sci Educ, Campus Univ Cartuja S-N, Granada 18071, Spain',\n",
       " 'Lupianez, Jose Luis] Univ Granada, Dept Math Educ, Granada 18071, Spain',\n",
       " 'Khamhaengpol, Arunrat; Chuamchaitrakool, Porntip] Sakon Nakhon Rajabhat Univ, Fac Educ, Muang Sakon Nakhon, Thailand',\n",
       " 'Sriprom, Malee] Sakon Nakhon Rajabhat Univ, Fac Sci & Technol, Muang Sakon Nakhon, Thailand',\n",
       " 'Boice, Katherine L.; Jackson, Justina R.; Alemdar, Meltem; Rao, Analia E.; Grossman, Sabrina; Usselman, Marion] Georgia Inst Technol, Ctr Educ Integrating Sci Math & Comp, Atlanta, GA 30332 USA',\n",
       " 'Mikhailova, Elena A.; Post, Christopher J.; Xu, Luyao] Clemson Univ, Dept Forestry & Environm Conservat, Clemson, SC 29634 USA',\n",
       " 'Schlautman, Mark A.] Clemson Univ, Dept Environm Engn & Earth Sci, Anderson, SC 29625 USA',\n",
       " 'Younts, Grayson L.] Clemson Univ, Dept Plant & Environm Sci, Clemson, SC 29634 USA',\n",
       " 'Chondrogiannis, Eleftherios; Symeonaki, Eleni; Loukatos, Dimitrios; Arvanitis, Konstantinos G.] Agr Univ Athens, Dept Nat Resources Management & Agr Engn, Iera Odos 75, Athens 11855, Greece',\n",
       " 'Symeonaki, Eleni; Papachristos, Dimitris] Univ West Attica, Dept Ind Design & Prod Engn, Thivon 250 & P Ralli, Egaleo 12244, Greece',\n",
       " 'Adams, Elizabeth L.] North Carolina State Univ, NC State Univ, 317 Poe Hall,Box 7801, Raleigh, NC 27695 USA',\n",
       " 'Adams, Elizabeth L.] Southern Methodist Univ, POB 750114, Dallas, TX 75275 USA',\n",
       " 'White, Brittany A.; Miles, Joseph R.; Frantell, Keri A.] Univ Tennessee, Dept Psychol, 410C Austin Peay,1404 Circle Dr, Knoxville, TN 37996 USA',\n",
       " 'Loyalka, Prashant; Shi, Zhaolei] Stanford Univ, Grad Sch Educ, Stanford, CA 94305 USA',\n",
       " 'Loyalka, Prashant; Wang, Huan; Khanna, Saurabh; Bhuradia, Ashutosh] Stanford Univ, Freeman Spogli Inst Int Studies, Stanford, CA 94305 USA',\n",
       " 'Liu, Ou Lydia; Gu, Lin; Ling, Guangming] Educ Testing Serv, Princeton, NJ 08541 USA',\n",
       " 'Li, Guirong; Li, Yanyan] Henan Univ, Sch Educ, Int Ctr Act Res Educ, Kaifeng, Henan, Peoples R China',\n",
       " 'Kardanova, Elena; Chirikov, Igor; Federiakin, Denis] Natl Res Univ, Inst Educ, Higher Sch Econ, Moscow, Russia',\n",
       " 'Chirikov, Igor] Univ Calif Berkeley, Goldman Sch Publ Policy, Ctr Studies Higher Educ, Berkeley, CA 94720 USA',\n",
       " 'Hu, Shangfeng] Sichuan Normal Univ, Fac Educ, Chengdu, Sichuan, Peoples R China',\n",
       " 'Yu, Ningning] Jinan Univ, Inst Higher Educ Res, Jinan, Peoples R China',\n",
       " 'Ma, Liping] Peking Univ, Grad Sch Educ, Beijing, Peoples R China',\n",
       " 'Guo, Fei] Tsinghua Univ, Inst Educ, Beijing, Peoples R China',\n",
       " 'Beteille, Tara; Tognatta, Namrata] World Bank, Washington, DC USA',\n",
       " 'Jones, Lewis C. R.; Tyrer, John R.] Loughborough Univ, Wolfson Sch Mech Elect & Mfg Engn, Loughborough LE11 3TU, Leics, England',\n",
       " 'McDermott, Hilary J.] Loughborough Univ, Sch Sport Exercise & Hlth Sci, Loughborough, Leics, England',\n",
       " 'Zanker, Nigel P.] Loughborough Univ, Loughborough Design Sch, Loughborough, Leics, England',\n",
       " 'Schallert, Stefanie; Lavicza, Zsolt] Johannes Kepler Univ Linz, Dept STEM Educ, Altenberger Str 54, A-4040 Linz, Austria',\n",
       " 'Vandervieren, Ellen] Univ Antwerp, Sch Educ, Venusstr 35, B-2000 Antwerp, Belgium',\n",
       " 'Apkarian, Naneh] Arizona State Univ, Sch Math & Stat Sci, Tempe, AZ USA',\n",
       " 'Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA',\n",
       " 'Stains, Marilyne] Univ Virginia, Dept Chem, Charlottesville, VA USA',\n",
       " 'Raker, Jeffrey] Univ S Florida, Dept Chem, Tampa, FL 33620 USA',\n",
       " 'Johnson, Estrella] Virginia Polytech Inst & State Univ, Dept Math, Blacksburg, VA 24061 USA',\n",
       " 'Dancy, Melissa] Univ Colorado, Ctr STEM Learning, Boulder, CO 80309 USA',\n",
       " 'Hwang, Youngsik] Konyang Univ, Nonsan, South Korea',\n",
       " 'Garbin, Fernanda Gobbi de Boer] Fed Univ Pampa UNIPAMPA, Dept Prod Engn, Alegrete, Brazil',\n",
       " 'ten Caten, Carla Schwengber] Univ Fed Rio Grande do Sul, Postgrad Program Prod Engn PPGEP, Porto Alegre, RS, Brazil',\n",
       " 'Pacheco, Diego Augusto de Jesus] Aarhus Univ, Sch Business & Social Sci Aarhus BSS, Dept Business Dev & Technol BTECH, Herning, Denmark',\n",
       " 'Lachney, Michael; Drazin, Matt; Rich, Kathryn M.] Michigan State Univ, Coll Educ, Educ Psychol & Educ Technol, 620 Farm Ln, E Lansing, MI 48824 USA',\n",
       " 'Eglash, Ron] Univ Michigan, Sch Informat, Ann Arbor, MI 48109 USA',\n",
       " 'Bennett, Audrey] Univ Michigan, Penny W Stamps Sch Art & Design, Ann Arbor, MI 48109 USA',\n",
       " 'Babbitt, William] Rensselaer Polytech Inst, Sci & Technol Studies, Troy, NY USA',\n",
       " 'Foy, Lakisha] Hudson Valley Community Coll, Troy, NY USA',\n",
       " 'Price, Edward] Calif State Univ San Marcos, Dept Phys, 333 South Twin Oaks Valley Rd, San Marcos, CA 92096 USA',\n",
       " 'Lau, Alexandra C.] Western Michigan Univ, Ctr Res Instruct Change Postsecondary Educ, Kalamazoo, MI 49008 USA',\n",
       " 'Goldberg, Fred] San Diego State Univ, Ctr Res Math & Sci Educ, 6475 Alvarado Rd,Suite 206, San Diego, CA 92120 USA',\n",
       " 'Turpen, Chandra] Univ Maryland, Dept Phys, 1312 Toll Phys Bldg, College Pk, MD 20742 USA',\n",
       " 'Smith, P. Sean] Horizon Res Inc, 326 Cloister Court, Chapel Hill, NC 27514 USA',\n",
       " 'Dancy, Melissa] Univ Colorado, Dept Phys, 390 UCB, Boulder, CO 80309 USA',\n",
       " 'Robinson, Steve] Tennessee Technol Univ, Dept Phys, Box 5051, Cookeville, TN 38505 USA',\n",
       " 'Ishak, Shahrul Affendi; Din, Rosseni] Univ Kebangsaan Malaysia, Fac Educ, Sci Technol Engn & Math Enculturat Res Ctr, Bangi 43600, Malaysia',\n",
       " 'Hasran, Umi Azmah] Univ Kebangsaan Malaysia, Fuel Cell Inst, Bangi, Malaysia',\n",
       " 'Rabin, Jeffrey M.; Eggers, John; Stevens, Laura] Univ Calif San Diego, Dept Math, La Jolla, CA 92093 USA',\n",
       " 'Burgasser, Adam] Univ Calif San Diego, Dept Phys, La Jolla, CA 92093 USA',\n",
       " 'Bussey, Thomas J.; Weizman, Haim] Univ Calif San Diego, Dept Chem & Biochem, La Jolla, CA 92093 USA',\n",
       " 'Lo, Stanley M.] Univ Calif San Diego, Sect Cell & Dev Biol, La Jolla, CA 92093 USA',\n",
       " 'Seethaler, Sherry] Univ Calif San Diego, Div Phys Sci, La Jolla, CA 92093 USA',\n",
       " 'Kwon, Hyunkyung; Capraro, Robert M.; Capraro, Mary Margaret] Texas A&M Univ, Dept Teaching Learning & Culture, 4232 TAMU, College Stn, TX 77843 USA',\n",
       " 'Basu, Alo C.; Mruczek, Ryan E. B.] Coll Holy Cross, Dept Psychol, 1 Coll St, Worcester, MA 01610 USA',\n",
       " 'Hill, Alexis S.; Mondoux, Michelle A.] Coll Holy Cross, Dept Biol, 1 Coll St, Worcester, MA 01610 USA',\n",
       " 'Isaacs, Andre K.] Coll Holy Cross, Dept Chem, 1 Coll St, Worcester, MA 01610 USA',\n",
       " 'Narita, Tomohiko] Coll Holy Cross, Dept Phys, 1 Coll St, Worcester, MA 01610 USA',\n",
       " 'Shu, Yu] Natl Taichung Univ Sci & Technol, Ctr Gen Educ, Taichung, Taiwan',\n",
       " 'Huang, Tien-Chi] Natl Taichung Univ Sci & Technol, Dept Informat Management, 129,Sec 3,Sanmin Rd, Taichung 40401, Taiwan',\n",
       " 'Mayoral, Jaime; Nunez-Castilla, Janelle] Florida Int Univ, Dept Biol Sci, Miami, FL 33199 USA',\n",
       " 'Labonte, Jason W.] Johns Hopkins Univ, Dept Biochem & Biomol Engn, Baltimore, MD 21218 USA',\n",
       " 'Labonte, Jason W.] Gettysburg Coll, Dept Chem, Gettysburg, PA 17325 USA',\n",
       " 'Briggs, Laura A.; Rumjahn, Sharif M.] Truckee Meadows Community Coll, Dept Biol, Reno, NV 89512 USA',\n",
       " 'Gray, Jeffrey J.] Franklin & Marshall Coll, Dept Chem, Lancaster, PA 17603 USA',\n",
       " 'Makarevitch, Irina] Hamline Univ, Dept Biol, St Paul, MN 55104 USA',\n",
       " 'Vater, Ashley; Siegel, Justin B.] Univ Calif Davis, Genome Ctr, Davis, CA 95616 USA',\n",
       " 'Siegel, Justin B.] Univ Calif Davis, Dept Biochem & Mol Med, Davis, CA 95616 USA',\n",
       " 'Siegel, Justin B.] Univ Calif Davis, Dept Chem, Davis, CA 95616 USA',\n",
       " 'Almukhambetova, Ainur; Kuzhabekova, Aliya] Nazarbayev Univ, Grad Sch Educ, Nur Sultan, Kazakhstan',\n",
       " 'Ottemo, Andreas] Univ Gothenburg, Dept Educ & Special Educ, POB 300, Gothenburg, Sweden',\n",
       " 'Gonsalves, Allison J.] McGill Univ, Dept Integrated Studies Educ, Montreal, PQ, Canada',\n",
       " 'Danielsson, Anna T.] Uppsala Univ, Dept Educ, Uppsala, Sweden',\n",
       " 'Race, Alexandra I.] Univ Calif Santa Cruz, Educ, Santa Cruz, CA USA',\n",
       " 'De Jesus, Maria] Florida State Univ, Biol Sci, Tallahassee, FL USA',\n",
       " 'Beltran, Roxanne S.; Zavaleta, Erika S.] Univ Calif Santa Cruz, Ecol & Evolutionary Biol, Santa Cruz, CA USA',\n",
       " 'Gya, Ragnhild; Bjune, Anne Elisabeth] Univ Bergen, Dept Biol Sci, Bjerknes Ctr Climate Res, Bergen, Norway',\n",
       " 'Lissitsa, Sabina] Ariel Univ, Sch Commun, Ariel, Israel',\n",
       " 'Chachashvili-Bolotin, Svetlana] Ruppin Acad Ctr, MA Program Immigrat & Social Integrat, Emek, Israel',\n",
       " 'Melak, Addissie; Singh, Seema] Delhi Technol Univ, Dept Humanities, Delhi 110042, India',\n",
       " 'Melak, Addissie] Debre Tabor Univ, Dept Econ, Debre Tabor 6300, Ethiopia',\n",
       " 'Sommers, Amie S.] Univ Nebraska Lincoln, Lincoln, NE 68588 USA',\n",
       " 'Richter-Egger, Dana] Univ Nebraska Omaha, Math & Sci Learning Ctr MSLC, Omaha, NE USA',\n",
       " 'Richter-Egger, Dana] Univ Nebraska Omaha, Chem, Omaha, NE USA',\n",
       " 'Cutucache, Christine E.] Univ Nebraska Omaha, Sci, Omaha, NE USA',\n",
       " 'Cutucache, Christine E.] Univ Nebraska Omaha, Biol, Omaha, NE USA',\n",
       " 'Cutucache, Christine E.] Univ Nebraska Omaha, STEM Teaching Res & Inquiry Based Learning Ctr, Omaha, NE USA',\n",
       " 'Garces, Josep Marin; Veiga Almagro, Carlos; Di Castro, Mario; Buonocore, Luca Rosario; Masi, Alessandro] CERN, BE CEM Controls Elect & Mechatron Grp, CH-1217 Geneva, Switzerland',\n",
       " 'Veiga Almagro, Carlos; Lunghi, Giacomo; Marin Prades, Raul] Jaume I Univ Castellon, Interact Robot Syst Lab, Castellon De La Plana 12006, Spain',\n",
       " 'Yusof, Yusriza Mohamd; Ayob, Afida; Saad, Mohamad Hanif Md] Univ Kebangsaan Malaysia, Fak Kejuruteraan & Alan Bina, Jabatan Kejuruteraan Elekt Elekt & Sistem, Bangi, Malaysia',\n",
       " 'Rahman, S. M. Mizanoor] Univ West Florida, Dept Intelligent Syst & Robot, Pensacola, FL 32514 USA',\n",
       " 'Araya, Roberto] Univ Chile, Inst Educ, Ctr Invest Avanzada Educ, Santiago 8320000, Chile',\n",
       " 'Collanqui, Pedro] Minist Educ Peru, Lima 15021, Peru',\n",
       " 'Collanqui, Pedro] Univ Nacl Mayor San Marcos, Fac Educ, Lima 15081, Peru',\n",
       " 'Yllana-Prieto, Felix; Jeong, Jin Su; Gonzalez-Gomez, David] Univ Extremadura, Dept Didact Ciencias Expt & Matemat, Caceres 10003, Spain',\n",
       " 'Ruiz-Sarmiento, Jose-Raul; Baltanas, Samuel-Felipe; Gonzalez-Jimenez, Javier] Univ Malaga, Biomed Res Inst Malaga IBIMA, Dept Syst Engn & Automat, Machine Percept & Intelligent Robot Grp MAPIR, Malaga 29071, Spain',\n",
       " 'Estevez-Mauriz, Laura; Baelo, Roberto] Univ Leon, Res Grp Edutools, Fac Educ, Leon 24071, Spain',\n",
       " 'Baelo, Roberto] Univ Leon, Dept Gen & Specif Didact & Educ Theory, Fac Educ, Leon 24071, Spain',\n",
       " 'Santangelo, Jessica] Hofstra Univ, 1000 Hempstead Turnpike, Hempstead, NY 11549 USA',\n",
       " 'Hobbie, Lawrence; Villa-Cuesta, Eugenia] Adelphi Univ, 1 South Ave, Garden City, NY 11530 USA',\n",
       " 'Lee, Jacqueline] Nassau Community Coll, 1 Educ Dr, Garden City, NY 11530 USA',\n",
       " 'Pullin, Michael] Queensborough Community Coll, 222-05 56th Ave, Queens, NY 11364 USA',\n",
       " 'Hyslop, Alison] St Johns Univ, 8000 Utopia Pkwy, Queens, NY 11439 USA',\n",
       " 'Monkovic, Julia Marie; Jones, Serena Monique; Katyal, Priya; Punia, Kamia; Montclare, Jin Kim] NYU, Tandon Sch Engn, Dept Chem & Biomol Engn, 6 MetroTech Ctr, Brooklyn, NY 11201 USA',\n",
       " 'Nicolas, Madeleine] NYU, Tandon Sch Engn, Dept Comp Sci & Engn, 6 MetroTech Ctr, Brooklyn, NY 11201 USA',\n",
       " 'Noland, Damon] Urban Assembly Inst Math & Sci Young Women, 283 Adams St, Brooklyn, NY 11201 USA',\n",
       " 'Montclare, Jin Kim] NYU, Dept Chem, Coll Arts & Sci, 100 Washington Sq East, New York, NY 10003 USA',\n",
       " 'Montclare, Jin Kim] NYU, Coll Dent, Dept Biomat, 443 First Ave, New York, NY 10016 USA',\n",
       " 'Montclare, Jin Kim] NYU, Sch Med, Dept Radiol, New York, NY 10016 USA',\n",
       " 'Young, Sheila A.; Newton, Amanda R.] Florida Inst Technol, STEM Educ, Melbourne, FL 32901 USA',\n",
       " 'Fowler, Samantha R.; Park, Joo] Florida Inst Technol, Dept Math Sci, Melbourne, FL 32901 USA',\n",
       " 'Wan, Zhi Hong] Educ Univ Hong Kong, Dept Curriculum & Instruct, Hong Kong, Peoples R China',\n",
       " 'So, Wing Mui Winnie] Educ Univ Hong Kong, Dept Sci & Environm Studies, 10 Lo Ping Rd, Hong Kong, Peoples R China',\n",
       " 'Hu, Weiping] Shaanxi Normal Univ, Ctr Teacher Profess Abil Dev, Xian, Peoples R China',\n",
       " 'Means, Barbara; Young, Viki; Iwatani, Emi] Digital Promise, Learning Sci Res, 2955 Campus Dr, San Mateo, CA 94403 USA',\n",
       " 'Wang, Haiwen; Wei, Xin] SRI Educ, 333 Ravenswood Ave, Menlo Pk, CA 94025 USA',\n",
       " 'Pugh-Bernard, Aimee] Univ Colorado, Dept Immunol & Microbiol, Anschutz Med Campus, Aurora, CO USA',\n",
       " 'Kenyon, Kristy L.] Hobart & William Smith Coll, Dept Biol, Geneva, NY 14456 USA',\n",
       " 'Koury, Stephen T.; Dey-Rao, Rama] SUNY Buffalo, Dept Biotech & Clin Lab Sci, Buffalo, NY 14260 USA',\n",
       " 'Carlin-Menter, Shannon] SUNY Buffalo, Dept Family Med, Buffalo, NY USA',\n",
       " 'Kelly, Kimberle] Oak Ridge Associated Univ, Oak Ridge, TN USA',\n",
       " 'Godec, Spela; Archer, Louise] UCL Inst Educ, Dept Educ Practice & Soc, London, England',\n",
       " 'Dawson, Emily] UCL, Dept Sci & Technol Studies, London, England',\n",
       " 'Chen, Xieling] Educ Univ Hong Kong, Dept Math & Informat Technol, 10 Lo Ping Rd, Hong Kong, Peoples R China',\n",
       " 'Zou, Di] Educ Univ Hong Kong, Dept English Language Educ, 10 Lo Ping Rd, Hong Kong, Peoples R China',\n",
       " 'Xie, Haoran] Lingnan Univ, Dept Comp & Decis Sci, 8 Castle Peak Rd, Hong Kong, Peoples R China',\n",
       " 'Wang, Fu Lee] Open Univ Hong Kong, Sch Sci & Technol, Ho Man Tin, Kowloon, 30 Good Shepherd St, Hong Kong, Peoples R China',\n",
       " 'Cherrstrom, Catherine A.; Lopez, Omar S.; Ashford-Hanserd, Shetay] Texas State Univ, San Marcos, TX 78666 USA',\n",
       " 'Morales, Danielle Xiaodan] Univ Texas El Paso, Dept Sociol & Anthropol, 500 W Univ Ave, El Paso, TX 79968 USA',\n",
       " 'Grineski, Sara Elizabeth] Univ Utah, Dept Sociol, Salt Lake City, UT USA',\n",
       " 'Collins, Timothy William] Univ Utah, Dept Geog, Salt Lake City, UT USA',\n",
       " 'Hackman, Salomey Tardy] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China',\n",
       " 'Zhang, Danhui; He, Jingwen] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing, Peoples R China',\n",
       " 'Dolgopolovas, Vladimiras; Dagiene, Valentina] Vilnius Univ, Inst Educ Sci, Univ St 9, LT-01513 Vilnius, Lithuania',\n",
       " 'A. Czocher, Jennifer; Melhuish, Kathleen; Kandasamy, Sindura Subanemy; Roan, Elizabeth] Texas State Univ, Math, San Marcos, TX 78666 USA',\n",
       " 'Mylonas, Georgios] ATHENA Res & Innovat Ctr, Ind Syst Inst, Patras, Greece',\n",
       " 'Mylonas, Georgios] Comp Technol Inst & Press Diophantus, Patras, Greece',\n",
       " 'Paganelli, Federica] Univ Pisa, Dept Comp Sci, Pisa, Italy',\n",
       " 'Paganelli, Federica; Cuffaro, Giovanni] CNIT, Florence, Italy',\n",
       " 'Nesi, Ilaria] Gramsci Keynes High Sch, Prato, Italy',\n",
       " 'Karantzis, Dionysis] 6th Primary Sch Kaisariani, Athens, Greece',\n",
       " 'Li, Hui; Forbes, Anne] Macquarie Univ, N Ryde, NSW, Australia',\n",
       " 'Yang, Weipeng] Singapore Univ Social Sci, Singapore, Singapore',\n",
       " 'Hrynevych, Liliia M.] Borys Grinchenko Kyiv Univ, Acad & Int Affairs, Kiev, Ukraine',\n",
       " 'Morze, Nataliia, V; Boiko, Mariia A.] Borys Grinchenko Kyiv Univ, Kiev, Ukraine',\n",
       " 'Vember, Viktoriia P.] Borys Grinchenko Kyiv Univ, Fac Informat Technol & Management, Dept Comp Sci & Math, Kiev, Ukraine',\n",
       " 'Kumar, Vasu; Ghoshal, Gourav] Texas A&M Univ, Dept Ind & Syst Engn, College Stn, TX 77843 USA',\n",
       " 'Johnson, Michael D.; Nepal, Bimal] Texas A&M Univ, Dept Engn Technol & Ind Distribut, College Stn, TX USA',\n",
       " 'Levin, Laura; Verner, Igor] Technion Israel Inst Technol, Fac Educ Sci & Technol, IL-3200003 Haifa, Israel',\n",
       " 'Kucuk, Zerrin Doganca] Maynooth Univ, Sch Educ, Educ Dept, North Campus, Maynooth, Kildare, Ireland',\n",
       " 'Yabas, Defne; Corlu, Mehmet Sencer] Bahcesehir Univ, Ciragan Cad Osmanpasa Mektebi Sk 4-6, Istanbul, Turkey',\n",
       " 'Boyaci, Hayriye Sinem] Darussafaka Sch, Darussafaka Mh Darussafaka Cd 5-9, Maslak Sariyer Istanbul, Turkey',\n",
       " 'Kwan, Reggie] Open Univ Hong Kong, Comp Sci, Ho Man Tin, Hong Kong, Peoples R China',\n",
       " 'Wong, Billy Tak-Ming] Open Univ Hong Kong, Ho Man Tin, Hong Kong, Peoples R China',\n",
       " 'Albert, Lynal] Tarleton State Univ, Dept Engn & Comp Sci, Stephenville, TX 76402 USA',\n",
       " 'Yean, Aai Sheau; Syrene, Suzieleez; Rahim, Abdul] Univ Malaya, Kuala Lumpur, Malaysia',\n",
       " 'Pajk, Tine] Primary Sch Muta, Solska Ulica 6, Muta 2366, Slovenia',\n",
       " 'Van Isacker, Karel] EcologyKM Ltd, 48 Angel Voyvoda Str,Floor 1, Rodopi Municipality 4224, Plovdiv Region, Bulgaria',\n",
       " 'Abersek, Boris; Flogie, Andrej] Univ Maribor, Fac Nat Sci & Matemat, Koroska Cesta 160, Maribor 2000, Slovenia',\n",
       " 'Flogie, Andrej] Inst Anton Martin Slomsek, Vrbanska 30, Maribor 2000, Slovenia',\n",
       " 'Ahmad, Jamilah; Siew, Nyet Moi] Univ Malaysia Sabah, Fac Psychol & Educ, Kota Kinabalu 88400, Sabah, Malaysia',\n",
       " 'Rodriguez, Sarah L.] Texas A&M Univ Commerce, Higher Educ & Learning Technol, Commerce, TX 75428 USA',\n",
       " 'Espino, Maria L.] Iowa State Univ, Sch Educ, Higher Educ Program, Ames, IA USA',\n",
       " 'Le, Brian D.] Iowa State Univ, Sch Educ, Sci Bound, Ames, IA USA',\n",
       " 'Cunningham, Kelly J.] Univ Virginia, Sch Engn & Appl Sci, Engn Grad Writing Lab, Charlottesville, VA 22903 USA',\n",
       " 'Damekova, S. K.; Shuyushbayeva, N. N.; Ahayeva, G. S.; Kaliyeva, A. K.] Sh Ualikhanov Kokshetau Univ, Kokshetau, Kazakhstan',\n",
       " 'Tanasheva, N. K.] EA Buketov Karaganda Univ, Karaganda, Kazakhstan',\n",
       " 'Sagyndykova, Zhailagul] Narxoz Univ, Linguist Ctr, Alma Ata, Kazakhstan',\n",
       " 'Sagyndykova, Zhailagul] Narxoz Univ, Int Dev & Partnership Dept, Alma Ata, Kazakhstan',\n",
       " 'Gazdiyeva, Bella] Sh Ualikhanov Kokshetau State Univ, Dept Russian Philol & Lib Sci, Kokshetau, Kazakhstan',\n",
       " 'Gabdullina, Zarina] Sh Ualikhanov Kokshetau State Univ, Dept English & Teaching Methods, Kokshetau, Kazakhstan',\n",
       " 'Akhmetzhanova, Aida] JSC Informat & Analyt Ctr, Dept Analyt Monitoring & Evaluat, Nur Sultan, Kazakhstan',\n",
       " 'Mektepbayeva, Damel] Nazarbayev Univ, Dept Dev Innovat Ecosyst, Nur Sultan, Kazakhstan',\n",
       " 'Althonayan, Abraham] Brunel Univ London, Operat & Strateg Management, Brunel Business Sch, London, England',\n",
       " 'Althonayan, Abraham] Brunel Univ London, Brunel Business Sch, MBA, London, England',\n",
       " 'Ajit, Gloria; Lucas, Terry; Kanyan, Ringah] UNIV MALAYSIA SARAWAK, Fac Appl & Creat Arts, Sarawak, Malaysia',\n",
       " 'Hurley, Amanda; Chevrette, Marc G.; Acharya, Deepa D.; Lozano, Gabriel L.; Garavito, Manuel; Heinritz, Jen; Balderrama, Luis; Beebe, Mara; DenHartog, Martel L.; Corinaldi, Kamiyah; Engels, Renee; Gutierrez, Alyssa; Jona, Orli; Putnam, Josephine H., I; Rhodes, Brody; Pultorak, Joshua; Miller, Sarah; Handelsman, Jo] Univ Wisconsin, Wisconsin Inst Discovery, Madison, WI 53706 USA',\n",
       " 'Hurley, Amanda; Chevrette, Marc G.; Acharya, Deepa D.; Lozano, Gabriel L.; Garavito, Manuel; Heinritz, Jen; Balderrama, Luis; Beebe, Mara; DenHartog, Martel L.; Engels, Renee; Jona, Orli; Putnam, Josephine H., I; Pultorak, Joshua; Handelsman, Jo] Univ Wisconsin, Dept Plant Pathol, Madison, WI 53706 USA',\n",
       " 'Lozano, Gabriel L.] Boston Childrens Hosp, Div Infect Dis, Boston, MA USA',\n",
       " 'Lozano, Gabriel L.] Boston Childrens Hosp, Dept Pediat, Div Gastroenterol, Boston, MA USA',\n",
       " 'Lozano, Gabriel L.] Harvard Med Sch, Boston, MA 02115 USA',\n",
       " 'Balderrama, Luis] Hamline Univ, Minneapolis, MN USA',\n",
       " 'Corinaldi, Kamiyah] Colorado State Univ, Ft Collins, CO 80523 USA',\n",
       " 'Gutierrez, Alyssa] Univ Alabama, Tuscaloosa, AL USA',\n",
       " 'Rhodes, Brody] Univ West Alabama, Livingston, AL USA',\n",
       " 'Tsang, Tiffany] Yale Univ, Dept Mol Cellular & Dev Biol, New Haven, CT USA',\n",
       " 'Hernandez, Simon] Univ Rochester, Med Ctr, Rochester, NY 14642 USA',\n",
       " 'Bascom-Slack, Carol] Tufts Univ, Dept Med Educ, Boston, MA 02111 USA',\n",
       " 'Blum, Jessamina E.] Univ Minnesota, Sch Med, Minneapolis, MN 55455 USA',\n",
       " 'Price, Paul A.] Eastern Michigan Univ, Dept Biol, Ypsilanti, MI 48197 USA',\n",
       " 'Davis, Debra] Wingate Univ, Dept Biol, Wingate, NC USA',\n",
       " 'Klein, Joanna] Univ Northwestern St Paul, Dept Biol & Biochem, St Paul, MN USA',\n",
       " 'Sullivan, Nora L.] Citrus Coll, Dept Biol, Glendora, CA USA',\n",
       " 'Mouncey, Nigel J.] Joint Genome Inst, Berkeley, CA USA',\n",
       " 'Dorrestein, Pieter C.] Univ Calif San Diego, Skaggs Sch Pharm & Pharmaceut Sci, Collaborat Mass Spectrometry Innovat Ctr, La Jolla, CA 92093 USA',\n",
       " 'Broderick, Nichole A.] Univ Connecticut, Dept Mol & Cell Biol, Mansfield, CT 06269 USA',\n",
       " 'Broderick, Nichole A.] Johns Hopkins Univ, Dept Biol, Baltimore, MD 21218 USA',\n",
       " 'Marcone Flores, Giancarlo] Univ Ingn & Tecnol UTEC, Direcc Humanidad Artes & Ciencias Sociales, Ctr Impacto & Responsabilidad Social CIRSO, Jr Medrano Silva 165, Lima, Peru',\n",
       " 'Hubbard, Katharine] Univ Hull, Dept Biol & Marine Sci, Kingston Upon Hull HU6 7RX, N Humberside, England',\n",
       " 'Tanase, S., I] Stefan Cel Mare Natl Coll, Dept Phys, Suceava 720007, Romania',\n",
       " 'Tanase, S., I] Stefan Cel Mare Univ, MANSiD Res Ctr, Suceava 720229, Romania',\n",
       " 'Tanase, S., I; Tanase, D.] Spiru Haret Comp Sci Natl Coll, Dept Phys, Suceava 720238, Romania',\n",
       " 'Buga, E. M.] Saxion Univ Appl Sci, Creat Media & Game Technol, MH Tromplaan 28, NL-7513 AB Enschede, Netherlands',\n",
       " 'Poienariu, L.] Stefan Cel Mare Univ, Fac Elect Engn & Comp Sci, Suceava 720229, Romania',\n",
       " 'Bogdan Toma, Radu] Univ Burgos, Dept Didact Especif, Burgos, Spain',\n",
       " 'Garcia-Carmona, Antonio] Univ Seville, Dept Didact Ciencias Expt & Sociales, Seville, Spain',\n",
       " 'Fort, Margherita; Monfardini, Chiara] Univ Bologna, Dept Econ, Bologna, Italy',\n",
       " 'Fort, Margherita; Monfardini, Chiara] IZA, Bonn, Germany',\n",
       " 'Monfardini, Chiara] CHILD CCA, Turin, Italy',\n",
       " 'Chise, Diana] European Cent Bank, Directorate Gen Informat Syst, Frankfurt, Germany',\n",
       " 'Fort, Margherita] FBK IRVAPP, Trento, Italy',\n",
       " 'Fort, Margherita] CESifo, Munich, Germany',\n",
       " 'Buturlina, Oksana] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Dept Informat & Educ Projects Management, Dnipro, Ukraine',\n",
       " 'Buturlina, Oksana] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dnipro, Ukraine',\n",
       " 'Dovhal, Serhii] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dept Informat & Educ Projects Management, Dnipro, Ukraine',\n",
       " 'Hryhorov, Heorhii] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dept Nat & Math Educ, Dnipro, Ukraine',\n",
       " 'Lysokolenko, Tetiana] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dept Philosophy, Dnipro, Ukraine',\n",
       " 'Palahuta, Vadym] Natl Met Acad Ukraine, Philosoph Sci, Dnipro, Ukraine',\n",
       " 'Palahuta, Vadym] Natl Met Acad Ukraine, Dept Engn Pedag, Dnipro, Ukraine',\n",
       " 'Silva-Diaz, Francisco; Carrillo-Rosua, Javier; Antonio Fernandez-Plaza, Jose] Univ Granada, Granada, Spain',\n",
       " 'Carrillo-Rosua, Javier] Inst Andaluz Ciencias Tierra CSIC UGR, Granada, Spain',\n",
       " 'Knight, Gillian L.] Aston Univ, Ctr Innovat Learning & Educ CILE, Sch Engn & Appl Sci, Birmingham, W Midlands, England',\n",
       " 'Arabit Garcia, Javier; Prendes Espinosa, Maria Paz; Serrano Sanchez, Jose Luis] Univ Murcia, Murcia, Spain',\n",
       " 'Ferrada Ferrada, Cristian Andres; Carrillo Rosua, Francisco Javier] Univ Granada, Granada, Spain',\n",
       " 'Antonio Diaz-Levicoy, Danilo] Univ Catolica Maule, Talca, Maule, Chile',\n",
       " 'Hamilton, Miriam] Univ Limerick, Mary Immaculate Coll, Limerick, Ireland',\n",
       " 'Tsai, Liang-Ting] Tzu Chi Univ, Inst Educ, 701 Zhongyang Rd,Sec 3, Hualien 97004, Taiwan',\n",
       " 'Tsai, Liang-Ting] Tzu Chi Univ, Ctr Teacher Educ, 701 Zhongyang Rd,Sec 3, Hualien 97004, Taiwan',\n",
       " 'Chang, Cheng-Chieh] Natl Taiwan Ocean Univ, Taiwan Marine Educ Ctr, Inst Educ, Keelung, Taiwan',\n",
       " 'Chang, Cheng-Chieh] Natl Taiwan Ocean Univ, Ctr Teacher Educ, Keelung, Taiwan',\n",
       " 'Cheng, Hao-Ti] Natl Taiwan Ocean Univ, Inst Educ, 2 Beining Rd, Keelung 202, Taiwan',\n",
       " 'Yucelyigit, Secil] TED Univ, Educ Fac, Dept Elementary Educ, Early Childhood Educ Ankara, Ankara, Turkey',\n",
       " 'Toker, Zerrin] TED Univ, Educ Fac, Dept Math & Sci Educ, Ankara, Turkey',\n",
       " 'Ling, Loh Su] Sekolah Menengah Kebangsaan Perempuan Sandakan, Sandakan 90000, Sabah, Malaysia',\n",
       " 'Pang, Vincent; Lajium, Denis] Univ Malaysia Sabah, Jalan UMS, Kota Kinabalu 88400, Sabah, Malaysia',\n",
       " 'McIntyre, Miranda M.] Calif State Univ San Bernardino, 5500 Univ Pkwy, San Bernardino, CA 92407 USA',\n",
       " 'Gundlach, Jessica L.] Ball State Univ, Muncie, IN 47306 USA',\n",
       " 'Graziano, William G.] Purdue Univ, W Lafayette, IN 47907 USA',\n",
       " 'Gonzalez-Pena, Omar Israel; Rodriguez-Masegosa, Rodolfo; Rodriguez-Lara, Blas Manuel] Tecnol Monterrey, Escuela Ingn & Ciencias, Ave Eugenio Garza Sada 2501, Monterrey 64849, NL, Mexico',\n",
       " 'Moran-Soto, Gustavo] Inst Tecnol Durango, Dept Basic Sci, Blvd Felipe Pescador 1830, Durango 34080, Dgo, Mexico',\n",
       " 'Gonzalez-Pena, Omar Israel] Tecnol Monterrey, Sch Engn & Sci, Av Eugenio Garza Sada Sur 2501, Monterrey 64849, Mexico',\n",
       " 'Pena-Ortiz, Maria Olivia] Univ Guadalajara, Univ Ctr Exact Sci & Engn, Dept Chem, Blvd M Garcia Barragan 1451, Guadalajara 44430, Mexico',\n",
       " 'Moran-Soto, Gustavo] Inst Tecnol Durango, Dept Basic Sci, Blvd Felipe Pescador 1830, Durango 34080, Mexico',\n",
       " 'Nasri, Nurfarahin; Rahimi, Nik Mohd; Nasri, Nurfaradilla Mohamad; Abd Talib, Mohamad Asyraf] Univ Kebangsaan Malaysia, Fac Educ, Bangi 43600, Selangor, Malaysia',\n",
       " 'Tselegkaridis, Sokratis; Sapounidis, Theodosios] Int Hellen Univ IHU, Dept Informat & Elect Engn, Thessaloniki 57400, Greece',\n",
       " 'Hali, Ali Usman; Aslam, Sarfraz; Zhang, BaoHui] Shaanxi Normal Univ, Sch Educ, 199 South Changan Rd, Xian 710062, Peoples R China',\n",
       " 'Saleem, Atif] Zhejiang Normal Univ, Coll Educ & Human Dev, Coll Teacher Educ, Jinhua 321004, Zhejiang, Peoples R China',\n",
       " 'Felder, Richard M.] North Carolina State Univ, Chem Engn, Raleigh, NC 27695 USA',\n",
       " 'Greca, Ileana M.; Ortiz-Revilla, Jairo] Univ Burgos, Fac Educ, Dept Didact Especif, Burgos, Spain',\n",
       " 'Arriassecq, Irene] Univ Nacl Ctr Prov Buenos Aires, Fac Ciencias Exactas, ECienTec, Buenos Aires, DF, Argentina',\n",
       " 'Amo, Daniel] Ramon Llull Univ, Dept Engn, Grp Res GRETEL, Barcelona 08022, Spain',\n",
       " 'Fox, Paul] Ramon Llull Univ, Dept Management, Grp Res GRETEL, Barcelona 08022, Spain',\n",
       " 'Fonseca, David] Ramon Llull Univ, Dept Architecture, Grp Res GRETEL, Barcelona 08022, Spain',\n",
       " 'Poyatos, Cesar] Autonomous Univ Madrid, Didact & Theory Educ Dept, Grp Res EDI, Madrid 28049, Spain',\n",
       " 'Calatrava Arroyo, Amanda; Ramos Montes, Marcos; Segrelles Quilis, J. Damian] Univ Politecn Valencia UPV, Inst Instrumentac Imagen Mol I3M, Valencia 46022, Spain',\n",
       " 'Chasteen, Stephanie] Univ Colorado Boulder, Boulder, CO 80309 USA',\n",
       " 'Mutambara, David] Univ Zululand, Richards Bay, South Africa',\n",
       " 'Mutambara, David; Bayaga, Anass] Nelson Mandela Univ, Port Elizabeth, South Africa',\n",
       " 'Mayorova, Vera, I; Grishko, Dmitriy A.; Leonov, Victor V.] Bauman Moscow State Tech Univ, Moscow, Russia',\n",
       " 'Wu, Yufei; Koszalka, Tiffany A.] Syracuse Univ, 259 Huntington Hall, Syracuse, NY 13244 USA',\n",
       " 'Cheng, Jiaming] Texas Tech Univ, Coll Educ, Ctr Innovat eLearning, Lubbock, TX 79407 USA',\n",
       " 'Klutsch, Cornelya F. C.; Wikan, Anne; Gonzalez, Victoria; Hagen, Snorre B.] Norwegian Inst Bioecon Res, NIBIO Div Environm & Nat Resources, As, Norway',\n",
       " 'Aspholm, Paul Eric; Bjorn, Tor-Arne] Norwegian Inst Bioecon Res, NIBIO Div Forest & Forest Resources, As, Norway',\n",
       " 'Polikarpova, Natalia] Pasvik State Nat Reserve, Rayakosky, Russia',\n",
       " 'Veisblium, Olga] Kandalaksha State Nat Reserve, Kandalaksha, Russia',\n",
       " 'Gong, Hee Jung] Univ Georgia, Inst Higher Educ, Athens, GA 30602 USA',\n",
       " 'Park, Hyeri] Mokpo Natl Maritime Univ, Ctr Educ Qual Management, Mokpo, South Korea',\n",
       " 'Hagood, Thomas Chase] Univ Georgia, Div Acad Enhancement, Athens, GA 30602 USA',\n",
       " 'Apple, Michael W.] Beijing Normal Univ, Educ, Beijing, Peoples R China',\n",
       " 'Apple, Michael W.] Univ Wisconsin, Curriculum & Instruct & Educ Policy Studies, Madison, WI USA',\n",
       " 'Huang, Wen] Arizona State Univ, Engn Educ Syst & Design, Polytech Sch, Ira A Fulton Sch Engn, Mesa, AZ 85281 USA',\n",
       " 'Roscoe, Rod D.; Craig, Scotty D.] Arizona State Univ, Polytech Sch, Human Syst Engn, Ira A Fulton Sch Engn, Mesa, AZ USA',\n",
       " 'Johnson-Glenberg, Mina C.] Arizona State Univ, Dept Psychol, Tempe, AZ 85287 USA',\n",
       " 'Stiemsma, Leah T.; Davis, Stephen D.; Brewster, Jay L.] Pepperdine Univ, Div Nat Sci, Malibu, CA 90265 USA',\n",
       " 'Sabat, Mira] Univ Balamand, Dept Math, El Koura, Lebanon',\n",
       " 'Abdel-Massih, Roula M.] Univ Balamand, Dept Biol, El Koura, Lebanon',\n",
       " 'Kanaan, Amjad] Univ Balamand, Biomed Sci, El Koura, Lebanon',\n",
       " 'Salloum, Sara] Univ Balamand, Dept Educ, El Koura, Lebanon',\n",
       " 'Serhan, Mireille] Univ Balamand, Dept Nutr Sci, El Koura, Lebanon',\n",
       " 'Fares, Roula] Univ Balamand, Issam Fares Fac Technol, El Koura, Lebanon',\n",
       " 'Haddad, Nicolas] Univ Balamand, Dept Comp Engn, El Koura, Lebanon',\n",
       " 'Melki, Antoine] Univ Balamand, Dept Comp Sci, El Koura, Lebanon',\n",
       " 'Nguyen, Andrew V.; Orlofsky, Amos; Pubill, Kaylynn; Tawde, Mangala; Li, Gaozhen; Mata, Diana; Bermudes, Oscar; Fernandez, Miguel; Santana, Jonathan; Kim, Woochul; Chimbay, Enzon; Kim, Yeeun; Nguyen, Trieu; Fox, Malcolm] CUNY, Queensborough Community Coll, Dept Biol Sci & Geol, Bayside, NY 11364 USA',\n",
       " 'Eralte, Janelly] Mercy Coll, Dept Nat Sci, Dobbs Ferry, NY 10522 USA',\n",
       " 'Metz, Molly; Smyth, Davida S.] New Sch, Eugene Lang Coll Liberal Arts, Dept Nat Sci & Math, New York, NY USA',\n",
       " 'Panzeca, Caterina] SUNY Maritime Coll, Dept Sci, New York, NY USA',\n",
       " 'Khan, Mazhar I.] Coll Agr Hlth & Nat Resources, Dept Pathobiol & Vet Sci, Storrs, CT USA',\n",
       " 'Olson, Joann S.] Univ Houston Victoria, Adult & Higher Educ, Victoria, TX 77901 USA',\n",
       " 'Nayar-Bhalerao, Sneha] Univ Houston Victoria, Counselor Educ, Victoria, TX USA',\n",
       " 'Borman, Lisa; Strimel, Greg J.; Krause, Liesl] Purdue Univ, W Lafayette, IN 47907 USA',\n",
       " 'Rushton, Elizabeth A. C.; King, Heather] Kings Coll London, Sch Educ Commun & Soc, Waterloo Bridge Wing,Franklin Wilkins Bldg, London SE1 9HN, England',\n",
       " 'Li, Yeping] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " 'Diaz, Noemi V. Mendoza; Barhate, Bhagyashree; Johnston, Austin; Jabarkhail, Sami] Texas A&M Univ, Dept Educ Adm & Human Resources, College Stn, TX 77843 USA',\n",
       " 'Chung, Chih-Chao] Natl Pingtung Univ Sci & Technol, Gen Res Serv Ctr, Pingtung 91201, Taiwan',\n",
       " 'Huang, Shu-Lan] Pingtung Cty Ping Rong High Sch, Dept Comp Sci, Pingtung 90052, Taiwan',\n",
       " 'Cheng, Yuh-Ming] SHU TE Univ, Dept Comp Sci & Informat Engn, Kaohsiung 82445, Taiwan',\n",
       " 'Lou, Shi-Jer] Natl Pingtung Univ Sci & Technol, Grad Inst Technol & Vocat Educ, Pingtung 91201, Taiwan',\n",
       " 'Hockicko, Peter; Tarjanyiova, Gabriela] Univ Zilina, Fac Elect Engn & Informat Technol, Zilina, Slovakia; 0',\n",
       " 'Manh-Toan Ho; Viet-Phuong La; Minh-Hoang Nguyen; Quan-Hoang Vuong] Phenikaa Univ, Ctr Interdisciplinary Social Res, Yen Nghia Ward, Hanoi 100803, Vietnam',\n",
       " 'Manh-Toan Ho; Viet-Phuong La; Minh-Hoang Nguyen; Ha-My Vuong] Vuong & Associates, AI Social Data Lab, Hanoi 100000, Vietnam',\n",
       " 'Thanh-Hang Pham] Hanoi Univ, Fac Management & Tourism, Hanoi 100803, Vietnam',\n",
       " 'Thanh-Hang Pham; Anh-Duc Hoang] RMIT Vietnam Univ, Sch Business & Management, Hanoi 100000, Vietnam',\n",
       " 'Thu-Trang Vuong] Sci Po Paris, 27 Rue St Guillaume, F-75007 Paris, France',\n",
       " 'Hung-Hiep Pham] Phu Xuan Univ, Ctr Res & Practice Educ, Hue 49000, Vietnam',\n",
       " 'Hung-Hiep Pham; Anh-Duc Hoang] EdLab Asia Educ Res & Dev Ctr, Hanoi 100000, Vietnam',\n",
       " 'Tam, Hau-lin; Chan, Angus Yuk-fung; Lai, Oscar Long-hin] City Univ Hong Kong, Dept Social & Behav Sci, Hong Kong, Peoples R China',\n",
       " 'Valovicova, Lubomira; Ondruska, Jan; Zelenicky, Lubomir] Constantine Philosopher Univ Nitra, Fac Nat Sci, Dept Phys, Tr A Hlinku 1, Nitra 94974, Slovakia',\n",
       " 'Chytry, Vlastimil] Univ JE Purkyne, Fac Educ, Dept Presch & Primary Educ, Usti Nad Labem 40001, Czech Republic',\n",
       " 'Medova, Janka] Constantine Philosopher Univ Nitra, Fac Nat Sci, Dept Math, Tr A Hlinku 1, Nitra 94974, Slovakia',\n",
       " 'Bassachs, Marcel] Univ Girona, Dept Pedag, Girona 17004, Spain',\n",
       " 'Canabate, Dolors; Nogue, Lluis] Univ Girona, Dept Specif Didact, Girona 17004, Spain',\n",
       " 'Canabate, Dolors; Nogue, Lluis; Colomer, Jordi] Univ Girona, Inst Sci Educ, Teaching Innovat Networks Reflect & Cooperat Lear, Girona 17003, Spain',\n",
       " 'Serra, Teresa; Colomer, Jordi] Univ Girona, Dept Phys, Girona 17003, Spain',\n",
       " 'Bubnys, Remigijus] Siauliai Univ, Inst Educ, 25 Visinskio St, LT-76351 Shiauliai, Lithuania',\n",
       " 'Gopal, K.; Salim, N. R.; Ayub, A. F. M.] Univ Putra Malaysia, Inst Math Res, Seri Kembangan, Malaysia',\n",
       " 'Ayub, A. F. M.] Univ Putra Malaysia, Fac Educ Studies, Seri Kembangan, Malaysia; Aggie STEM, College Stn, TX USA; Texas A&M Univ, College Stn, TX USA',\n",
       " 'Ingram, Erin] Univ Nebraska, Inst Agr & Nat Resources Sci Literacy Initiat, Lincoln, NE 68583 USA',\n",
       " 'Keshwani, Jenny] Univ Nebraska, Dept Biol Syst Engn, Lincoln, NE 68583 USA',\n",
       " 'Hempel, Byron; Blowers, Paul] Univ Arizona, Chem & Environm Engn, Tucson, AZ 85721 USA',\n",
       " 'Kiehlbaugh, Kasi] Univ Arizona, Coll Engn, Tucson, AZ 85721 USA',\n",
       " 'Ralls, Deborah; Bianchi, Lynne] Univ Manchester, Fac Sci & Engn, Sci & Engn Educ Res & Innovat Hub, Manchester M13 9PL, Lancs, England',\n",
       " 'Choudry, Sophina] Univ Manchester, Manchester Inst Educ, Manchester M13 9PL, Lancs, England',\n",
       " 'Anderson Quarderer, Nathan; McDermott, Mark A.] Univ Iowa, Iowa City, IA 52242 USA',\n",
       " 'Li, Shan; Zheng, Juan] McGill Univ, Dept Educ & Counselling Psychol, Montreal, PQ H3A 1Y2, Canada',\n",
       " 'Du, Hanxiang; Xing, Wanli] Univ Florida, Coll Educ, Sch Teaching & Learning, Gainesville, FL 32611 USA',\n",
       " 'Chen, Guanhua] Concord Consortium, Concord, MA 01742 USA',\n",
       " 'Xie, Charles] Inst Future Intelligence, Natick, MA 01760 USA',\n",
       " 'Pagano, Lauren C.; Haden, Catherine A.] Loyola Univ, Dept Psychol, Chicago, IL 60660 USA',\n",
       " 'Uttal, David H.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA',\n",
       " 'Tomblin, David; Mogul, Nicole] Univ Maryland, Coll Pk Scholars Sci Technol & Soc Program, College Pk, MD 20742 USA',\n",
       " 'Smith, Dorothy V.] Univ New England, Sch Educ, Dept STEM Educ, Armidale, NSW 2351, Australia',\n",
       " 'Wen, Yun] Nanyang Technol Univ, Natl Inst Educ, Singapore, Singapore',\n",
       " 'Blustein, David L.; Erby, Whitney; Meerkins, Tera; Soldz, Isaac; Ezema, Gabriel Nnamdi] Boston Coll, Dept Counseling Dev & Educ Psychol, Campion 315, Chestnut Hill, MA 02467 USA',\n",
       " 'King, Hunter C.; Lewis, Heather L. J.; Payan, Julio; Fischer, Aaron J.] Univ Utah, 1238 E Fenway Ave,Unit 2, Salt Lake City, UT 84102 USA',\n",
       " 'Bella, Zachary] Univ Wisconsin, Milwaukee, WI 53201 USA',\n",
       " 'Juskeviciene, Anita; Stupuriene, Gabriele; Jevsikova, Tatjana] Vilnius Univ, Inst Data Sci & Digital Technol, Akad Str 4, LT-08412 Vilnius, Lithuania',\n",
       " 'Rodriguez, Alberto J.; Shim, Soo Won] Purdue Univ, Coll Educ, Dept Curriculum & Instruct, 100 N Univ St, W Lafayette, IN 47907 USA',\n",
       " \"O'Hara, Robert M.] Clemson Univ, Dept Educ & Human Dev, 101 Gantt Cr, Clemson, SC 29631 USA\",\n",
       " 'Song, Huan] Beijing Normal Univ, Inst Teacher Educ, Beijing, Peoples R China',\n",
       " 'Zhou, Mingming] Univ Macau, Fac Educ, Av Univ, Taipa, Macao, Peoples R China',\n",
       " 'Chow, Stephen Cheuk Fai; So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China',\n",
       " 'Chow, Stephen Cheuk Fai] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Hong Kong, Peoples R China',\n",
       " 'Gonzalez-Nieto, Noe Abraham; Ching-Chiang, Lay-Wah Carolina; Fernandez-Cardenas, Juan Manuel; Reynaga-Pena, Cristina G.; Santamaria-Cid-de-Leon, David] Tecnol Monterrey, Escuela Humanidades & Educ, Ave Eugenio Garza Sada 2501, Monterrey 64849, Nuevo Leon, Mexico',\n",
       " 'Diaz-de-Leon-Lastras, Alejandra; Cortes Capetillo, Azael Jesus] Tecnol Monterrey, Escuela Ingn & Ciencias, Ave Eugenio Garza Sada 2501, Monterrey 64849, Nuevo Leon, Mexico; 0',\n",
       " 'Wolf, Vanessa; Hsiao, Valerie; Min, Ashley; Ashcroft, Jared] Pasadena City Coll, Pasadena, CA 91106 USA',\n",
       " 'Rodriguez, Brandon] NASA Educ, Jet Prop Lab, Pasadena, CA USA',\n",
       " 'Mayorga, Jill] Aspire Pacific Acad, Huntington Pk, CA USA',\n",
       " 'Anderson, Ashlyn E.] Univ Alabama Birmingham, Dept Cell Dev & Integrat Biol, Birmingham, AL USA',\n",
       " 'Justement, Louis B.; Bruns, Heather A.] Univ Alabama Birmingham, Dept Microbiol, 845 19th St South,BBRB 273B, Birmingham, AL 35294 USA',\n",
       " 'Wannapiroon, Naphong; Petsangsri, Sirirat] King Mongkuts Inst Technol Ladkrabang, Bangkok, Thailand',\n",
       " 'Nurtanto, Muhammad] Univ Sultan Ageng Tirtayasa, Dept Mech Engn Educ, Jl Raya Jakarta Km 4, Banten, Indonesia',\n",
       " 'Sudira, Putu] Yogyakarta State Univ, Grad Sch, Tech & Vocat Educ, Jl Colombo 1, Yogyakarta, Indonesia',\n",
       " 'Kholifah, Nur] Yogyakarta State Univ, Dept Culinary & Fash Educ, Jl Colombo 1, Yogyakarta, Indonesia',\n",
       " 'Samsudin, Achmad] Univ Pendidikan Indonesia, Dept Phys Educ, Jl Dr Setiabudi 229, Kota Bandung 40154, Jawa Barat, Indonesia',\n",
       " 'Warju, Warju] Univ Negeri Surabaya, Fac Engn, Dept Mech Engn, Jl Ketintang, Surabaya 60213, Indonesia',\n",
       " 'Nguyen Thi Thu Thuy] Pham Dong Univ, Dept Phys Educ, Fac Sci Educ, Quangngai, Vietnam',\n",
       " 'Nguyen Van Bien; Duong Xuan Quy] Hanoi Natl Univ Educ, Fac Phys, Dept Phys Educ, Hanoi, Vietnam',\n",
       " 'Sulaeman, Nurul Fitriyah] Mulawarman Univ, Fac Teacher Training & Educ, Dept Phys Educ, Samarinda, Indonesia',\n",
       " 'Putra, Pramudya Dwi Aristya] Jember Univ, Fac Teacher Training & Educ, Dept Sci Educ, Jember, Indonesia',\n",
       " 'Mineta, Ippei; Hakamada, Hiroki] Shizuoka Univ, Grad Sch Educ, Dept Sci Educ, Shizuoka, Japan',\n",
       " 'Takahashi, Masahiro; Ide, Yuhsuke] Shizuoka Fuzoku Jr High Sch, Shizuoka, Japan',\n",
       " 'Kumano, Yoshisuke] Shizuoka Univ, Grad Sch Sci Informat & Technol, Dept Sci Educ, Shizuoka, Japan',\n",
       " ...]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# B-1 用英文 \"; [ \" 拆分,生成list_split列表，每一个句子将成为列表中独立的元素\n",
    "list_split =text.split(\"; [\")\n",
    "list_split"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q3 20分 易\n",
    "\n",
    "-------------\n",
    "* 筛选作者所有地址列表info中出现China的内容，组成新的列表(20分)\n",
    "* 答案示例：\n",
    "```\n",
    "USA_list: \n",
    "['[Freeman, Scott; Eddy, Sarah L.; McDonough, Miles; Okoroafor, Nnadozie; Jordt, Hannah; Wenderoth, Mary Pat] Univ Washington, Dept Biol, Seattle, WA 98195 USA; [Smith, Michelle K.] Univ Maine, Sch Biol & Ecol, Orono, ME 04469 USA',\n",
    " '[Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA; [Finkelstein, Noah] Univ Colorado, Dept Phys, Boulder, CO 80309 USA',...\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['[Han, Xueying; Stocking, Galen; Gebbie, Matthew A.; Appelbaum, Richard P.] Univ Calif Santa Barbara, Ctr Nanotechnol Soc, Santa Barbara, CA 93106 USA; [Stocking, Galen] Univ Calif Santa Barbara, Dept Polit Sci, Santa Barbara, CA 93106 USA; [Gebbie, Matthew A.] Univ Calif Santa Barbara, Dept Mat, Santa Barbara, CA 93106 USA; [Appelbaum, Richard P.] Univ Calif Santa Barbara, Global & Int Studies, Santa Barbara, CA 93106 USA',\n",
       " '[De Castell, Suzanne] Univ Ontario, Inst Technol, Fac Educ, 11 Simcoe St N, Oshawa, ON L1H 7L7, Canada; [Larios, Hector] Simon Fraser Univ, Sch Interact Arts Technol, Surrey, BC V3T 0A3, Canada; [Jenson, Jennifer] York Univ, Toronto, ON M3J 1P3, Canada; [Smith, David Harris] McMaster Univ, Hamilton, ON L8S 4L8, Canada',\n",
       " 'US Govt Accountabil Off, Washington, DC 20548 USA',\n",
       " '[Cira, Nate J.; Chung, Alice M.; Denisin, Aleksandra K.; Rensi, Stefano; Sanchez, Gabriel N.; Quake, Stephen R.; Riedel-Kruse, Ingmar H.] Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA',\n",
       " '[Komoroske, Lisa M.] NOAA, Southwest Fisheries Sci Ctr, Washington, DC 20230 USA; [Hameed, Sarah O.] Univ Calif Davis, Davis Bodega Marine Lab, Grad Grp Ecol, Davis, CA USA; [Szoboszlai, Amber I.] Farallon Inst Adv Ecosyst Res, Petaluma, CA USA; [Newsom, Amanda J.] Washington Dept Fish & Game, Washington, DC USA; [Williams, Susan L.] Univ Calif Davis, CAMEOS, Bodega Marine Lab, Davis, CA 95616 USA; [Williams, Susan L.] Univ Calif Davis, Bodega Marine Lab, Dept Ecol & Evolut, Davis, CA USA',\n",
       " '[Bystydzienski, Jill M.] Ohio State Univ, Dept Womens Gender & Sexual Studies, Columbus, OH 43210 USA; [Eisenhart, Margaret] Univ Colorado Boulder, Sch Educ, Boulder, CO USA; [Bruning, Monica] Univ Minnesota Duluth, Dept Acad Affairs, Duluth, MN USA',\n",
       " '[Lamb, Richard; Akmal, Tariq; Petrie, Kaylan] Washington State Univ, Dept Teaching & Learning, Pullman, WA 99164 USA',\n",
       " '[Su, Rong] Purdue Univ, Dept Psychol Sci, W Lafayette, IN 47907 USA; [Rounds, James] Univ Illinois, Dept Educ Psychol & Psychol, Champaign, IL USA',\n",
       " '[Miller, David I.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Wai, Jonathan] Duke Univ, Talent Identificat Program, Durham, NC USA',\n",
       " 'Univ N Dakota, Dept Space Studies, Grand Forks, ND 58202 USA',\n",
       " '[Adedokun, Omolola A.; Liu, Jia; Parker, Loran Carleton; Burgess, Wilella] Purdue Univ, Discovery Learning Res Ctr, W Lafayette, IN 47907 USA',\n",
       " 'Arizona State Univ, Tempe, AZ 85287 USA',\n",
       " '[Han, Sunyoung] Sungkyunkwan Univ, Seoul, South Korea; [Yalvac, Bugrahan; Capraro, Mary M.; Capraro, Robert M.] Texas A&M Univ, College Stn, TX 77843 USA; [Capraro, Mary M.; Capraro, Robert M.] Aggie STEM, College Stn, TX USA',\n",
       " '[Rozek, Christopher S.; Hyde, Janet S.; Svoboda, Ryan C.; Harackiewicz, Judith M.] Univ Wisconsin, Dept Psychol, Madison, WI 53706 USA; [Hulleman, Chris S.] Univ Virginia, Ctr Adv Study Teaching & Learning, Charlottesville, VA 22903 USA',\n",
       " '[Milner, Andrea R.] Adrian Coll, Adrian, MI 49221 USA',\n",
       " '[Hieb, Jeffrey L.; Ralston, Patricia A. S.] Univ Louisville, Dept Engn Fundamentals, Louisville, KY 40292 USA; [Lyle, Keith B.; Chariker, Julia] Univ Louisville, Dept Psychol & Brain Sci, Louisville, KY 40292 USA',\n",
       " '[Pietsch, Renee B.; Schmale, David G., III] Virginia Tech, Dept Plant Pathol Physiol & Weed Sci, Blacksburg, VA 24061 USA; [Bohland, Cynthia L.] Roanoke Valley Governors Sch Sci & Technol, Roanoke, VA USA',\n",
       " '[Chang, Shu-Hsuan; Ku, Ai-Chiao; Wu, Tsung-Chih] Natl Changhua Univ Educ, Dept Ind Educ & Technol, Changhua 500, Taiwan; [Yu, Li-Chih] Natl Chengchi Univ, Dept Management Informat Syst, 64 Chihnan Rd,Sec 2 Wenshan, Taipei 11623, Taiwan; [Kuo, Bor-Chen] Natl Taichung Univ Educ, Grad Inst Educ Measurement & Stat, Taichung, Taiwan',\n",
       " '[Whannell, Robert; Tobias, Stephan] Univ New England, Armidale, NSW 2351, Australia',\n",
       " '[de la Torre Cantero, Jorge; Luis Saorin, Jose] Univ La Laguna, Engn Graph Area, Tenerife 38204, Islas Canarias, Spain; [Melian, Damari; Meier, Cecile] La Laguna Univ ULL, Fac Educ, San Cristobal la Laguna, Spain',\n",
       " '[Huang, Po-Hsin; Chiu, Ming-Chuan; Hwang, Sheue-Ling] Natl Tsing Hua Univ, Dept Ind Engn & Engn Management, Hsinchu 30013, Taiwan; [Wang, Jan-Li] Natl Appl Res Labs, Natl Ctr High Performance Comp, Hsinchu 30076, Taiwan',\n",
       " '[Rogers, Michael] Ithaca Coll, Dept Phys, Ithaca, NY 14850 USA; [Pfaff, Thomas] Ithaca Coll, Dept Math, Ithaca, NY 14850 USA; [Hamilton, Jason] Ithaca Coll, Dept Environm Studies & Sci, Ithaca, NY 14850 USA; [Erkan, Ali] Ithaca Coll, Dept Comp Sci, Ithaca, NY 14850 USA',\n",
       " '[Shahali, Edy Hafizan Mohd; Halim, Lilia; Rasul, Sattar; Osman, Kamisah; Ikhsan, Zanaton; Rahim, Faszly] Univ Kebangsaan Malaysia, Bangi 43600, Malaysia',\n",
       " '[Belland, Brian R.; Walker, Andrew E.; Olsen, Megan Whitney] Utah State Univ, Dept Instruct Technol & Learning Sci, Logan, UT 84322 USA; [Leary, Heather] Univ Colorado, Inst Cognit Sci, Boulder, CO 80309 USA',\n",
       " '[Xie, Yu; Fang, Michael] Univ Michigan, Dept Sociol, Ann Arbor, MI 48106 USA; [Shauman, Kimberlee] Univ Calif Davis, Dept Sociol, Davis, CA 95616 USA',\n",
       " '[Hudson, Peter; English, Lyn D.; Dawes, Les; King, Donna] Queensland Univ Technol, Brisbane, Qld 4001, Australia; [Baker, Steve] Anglican Day Sch, Corinda, Qld, Australia',\n",
       " '[Goldfien, Andrea C.; Badway, Norena Norton] NSF ATE Targeted Res Tech Educ, 102 Amelia Way, Novato, CA 94949 USA',\n",
       " '[Thomas, Ally S.; Everson, Howard T.] CUNY, Grad Ctr, New York, NY 10021 USA; [Bonner, Sarah M.; Somers, Jennifer A.] CUNY, Hunter Coll, New York, NY 10021 USA',\n",
       " '[Karahan, Engin] Eskisehir Osmangazi Univ, Eskisehir, Turkey; [Canbazoglu Bilici, Sedef] Aksaray Univ, Aksaray, Turkey; [Unal, Aycin] Ciftlik Middle Sch, Samsun, Turkey',\n",
       " '[Erdogan, Niyazi] Balikesir Univ, Balikesir, Turkey; [Stuessy, Carol L.] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " '[Bursztyn, Natalie; Pederson, Joel; Walker, Andrew] Utah State Univ, Logan, UT 84322 USA; [Shelton, Brett] Boise State Univ, Boise, ID 83725 USA; [Campbell, Todd] Univ Connecticut, Storrs, CT 06269 USA',\n",
       " '[Vate-U-Lan, Poonsri] Assumption Univ, Grad Sch eLearning, ELearning Methodol Program, Bangkok, Thailand',\n",
       " '[Bagiati, Aikaterini] MIT, MIT SUTD Collaborat Off, 77 Massachusetts Ave, Cambridge, MA 02139 USA; [Yoon, So Yoon] Texas A&M Univ, Texas A&M Engn Expt Stn, College Stn, TX 77843 USA; [Evangelou, Demetra] Democritus Univ, Dept Educ Sci Early Childhood, Alexandroupolis 69100, Greece; [Magana, Alejandra] Purdue Univ, Comp & Informat Technol Dept, W Lafayette, IN 47907 USA; [Kaloustian, Garene] Lebanese Amer Univ, Dept Educ, Beirut, Lebanon; [Zhu, Jiabin] Shanghai Jiao Tong Univ, Grad Sch Educ, Shanghai, Peoples R China',\n",
       " '[English, Lyn D.; King, Donna T.] Queensland Univ Technol, Fac Educ, Victoria Pk Rd, Brisbane, Qld 4059, Australia',\n",
       " '[Li, S.; Ernst, J. V.] Virginia Tech, Sch Educ, Integrat STEM Educ, 366 Smyth Hall, Blacksburg, VA 24061 USA; [Williams, T. O.] Virginia Tech, Sch Educ, Special Educ, Blacksburg, VA 24061 USA',\n",
       " '[Mulqueeny, Kevin; Kostyuk, Victor] Reasoning Mind, 2000 Bering Dr,Suite 300, Houston, TX 77057 USA; [Baker, Ryan S.; Ocumpaugh, Jaclyn] Columbia Univ Teachers Coll, New York, NY 10027 USA',\n",
       " '[Lee, Youjung; Bronstein, Laura] SUNY Binghamton, Coll Community & Publ Affairs, Binghamton, NY 13902 USA; [Anderson, Elizabeth] SUNY Binghamton, Grad Sch Educ, Binghamton, NY 13902 USA',\n",
       " '[Dutta, Alo; Kundu, Madan] Southern Univ Baton Rouge, Baton Rouge, LA 70813 USA; [Kang, Hyun-Ju; Kaya, Cahit; Benton, Susan Flowers; Sharp, Seneca Edward; Chan, Fong] Univ Wisconsin, Madison, WI 53706 USA; [Cardoso, Elizabeth da Silva] CUNY Hunter Coll, New York, NY 10003 USA',\n",
       " '空缺值',\n",
       " '[Anderson, Margery K.; Tenenbaum, Laura S.; Ramadorai, Swati B.; Yourick, Debra L.] Walter Reed Army Inst Res, 503 Robert Grant Ave Rm 1A22, Silver Spring, MD 20910 USA; [Tenenbaum, Laura S.] Walter Reed Army Inst Res, Sch Psychol, Silver Spring, MD 20910 USA; [Ramadorai, Swati B.] Walter Reed Army Inst Res, Educ Outreach, Silver Spring, MD 20910 USA; [Yourick, Debra L.] Walter Reed Army Inst Res, Sci Educ & Strateg Commun, Silver Spring, MD 20910 USA',\n",
       " '[Cook, G.] Oklahoma State Univ, Ctr Hlth Sci, Anat Cell Biol, Tulsa, OK 74106 USA',\n",
       " '[Arrieta, Diane] Florida Atlantic Univ, Jupiter, FL 33458 USA; [Kern, Jacqueline] Palm Beach State Coll, Palm Beach Gardens, FL 33410 USA',\n",
       " '[Borowczak, Mike] Erebus Labs, POB 1554, Laramie, WY 82073 USA',\n",
       " '[Poland, Susan] George Mason Univ, 4400 Univ Dr,MS4D1, Fairfax, VA 22036 USA; [Plevyak, Linda] Univ Cincinnati, Cincinnati, OH 45220 USA',\n",
       " '[Howe, Christine; Luthman, Stefanie; Ruthven, Kenneth; Mercer, Neil; Hofmann, Riikka; Ilie, Sonia; Guardia, Paula] Univ Cambridge, Fac Educ, Cambridge, England',\n",
       " '[Wasserman, Nicholas H.] Columbia Univ, Teachers Coll, New York, NY 10027 USA; [Wasserman, Nicholas H.] Columbia Univ, Teachers Coll, New York, NY 10027 USA; [Rossi, Dara] Southern Methodist Univ, Dallas, TX 75275 USA',\n",
       " '[Gonzales, A. N.; Van Tuyl, L.; Martinez, B.; Baluch, D. P.] Arizona State Univ, Sch Life Sci, Tempe, AZ USA; [Hasper, E.; Windhorst, R. A.] Arizona State Univ, Sch Space & Earth Explorat, Tempe, AZ USA; [Hedgpeth, T.] Arizona State Univ, Disabil Resource Ctr, Tempe, AZ USA',\n",
       " '[Byars-Winston, Angela] Univ Wisconsin, Dept Med, Madison, WI 53715 USA',\n",
       " 'Colorado State Univ, Dept Microbiol Immunol & Pathol, Ft Collins, CO 80523 USA',\n",
       " '[Micari, Marina] Northwestern Univ, Evanston, IL 60208 USA; [Pazos, Pilar] Old Dominion Univ, Norfolk, VA 23529 USA',\n",
       " '[Dabney, Katherine P.] Virginia Commonwealth Univ, Dept Teaching & Learning, Richmond, VA 23284 USA; [Tai, Robert H.] Univ Virginia, Curry Sch Educ, Charlottesville, VA 22904 USA',\n",
       " '[Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA; [Pollard, David A.] Winston Salem State Univ, Dept Chem, Winston Salem, NC 27110 USA; [Snipes, Vincent T.] Winston Salem State Univ, Dept Math, Winston Salem, NC 27110 USA; [Atkinson, Alvin] Winston Salem State Univ, Ctr Community Safety, Winston Salem, NC 27110 USA',\n",
       " '[Rushton, Gregory T.; Polizzi, Samuel J.] Kennesaw State Univ, Kennesaw, GA 30144 USA; [Ray, Herman E.] Kennesaw State Univ, Dept Stat & Analyt Sci, Kennesaw, GA 30144 USA; [Criswell, Brett A.] Univ Kentucky, Lexington, KY 40509 USA; [Bearss, Clyde J.; Levelsmier, Nicholas; Chhita, Himanshu] Kennesaw State Univ, Dept Math & Stat, Kennesaw, GA 30144 USA; [Kirchhoff, Mary] Amer Chem Soc, Washington, DC 20036 USA',\n",
       " 'Bayer Corp, Pittsburgh, PA 15205 USA',\n",
       " '[Evans, Michael A.] Virginia Tech, Dept Learning Sci & Technol, Blacksburg, VA 24061 USA; [Lopez, Megan; Duke, Rebekah] Virginia Tech, Dept Psychol, Blacksburg, VA 24061 USA; [Maddox, Donna] Virginia Tech, Dept Chem Engn, Blacksburg, VA 24061 USA; [Drape, Tiffany] Virginia Tech, Off Educ Res & Outreach, Blacksburg, VA 24061 USA',\n",
       " '[Winters, John V.] Oklahoma State Univ, Stillwater, OK 74078 USA; [Winters, John V.] IZA, Bonn, Germany',\n",
       " 'Claremont Grad Univ, Claremont, CA 91711 USA',\n",
       " '[Berk, Louis J.] Univ Massachusetts, Sch Med, Worcester, MA USA; [Muret-Wagstaff, Sharon L.; Oriol, Nancy E.] Beth Israel Deaconess Med Ctr, Dept Anesthesia Crit Care & Pain Med, Boston, MA 02215 USA; [Muret-Wagstaff, Sharon L.; Oriol, Nancy E.] Harvard Univ, Sch Med, Dept Anaesthesia, Boston, MA 02115 USA; [Goyal, Riya] Hofstra Univ, Hofstra North Shore LIJ Sch Med, Hempstead, NY 11550 USA; [Joyal, Julie A.] Harvard Univ, Sch Med, HMS MEDsci, Boston, MA 02115 USA; [Gordon, James A.] Massachusetts Gen Hosp, MGH Learning Lab, Dept Emergency Med, Boston, MA 02114 USA; [Gordon, James A.] Massachusetts Gen Hosp, Div Med Simulat, Dept Emergency Med, Boston, MA 02114 USA; [Gordon, James A.; Oriol, Nancy E.] Harvard Univ, Sch Med, Gilbert Program Med Simulat, Boston, MA 02115 USA; [Faux, Russell] Davis Sq Res Associates, Somerville, NJ USA',\n",
       " '[Cole, Renee; Stanford, Courtney] Univ Iowa, Dept Chem, Iowa City, IA 52242 USA; [Khatri, Raina; Henderson, Charles] Western Michigan Univ, Kalamazoo, MI 49008 USA; [Froyd, Jeff] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " '[Deards, Kiyomi D.] Univ Nebraska, Dept Res & Instruct Serv, Lincoln, NE 68506 USA; [Burks, Raychelle] Doanne Coll, Dept Chem, Crete, NE 68333 USA',\n",
       " '[Warner, Isiah M.; Crawford, Melissa; Wilson, Zakiya; Wright, Ashleigh; Thomas, Gloria] Louisiana State Univ, Off Strateg Initiat, Baton Rouge, LA 70803 USA; [Pang, Su-Seng; Li, Guoqiang] Louisiana State Univ, Dept Mech & Ind Engn, Baton Rouge, LA 70803 USA',\n",
       " '[Gulwani, Sumit] Microsoft Res, Redmond, WA 98052 USA; [Gulwani, Sumit] Indian Inst Technol, Dept Comp Sci & Engn, Kanpur 208016, Uttar Pradesh, India; [Gulwani, Sumit] Univ Washington, Dept Comp Sci & Engn, Seattle, WA 98195 USA',\n",
       " '[Supalo, Cary A.; Larrick, Carleigh G.] Illinois State Univ, Dept Chem, Normal, IL 61790 USA; [Hill, April A.] Metropolitan State Univ Denver, Dept Chem, Denver, CO 80217 USA',\n",
       " '空缺值',\n",
       " 'Jerusalem Coll, IL-91160 Jerusalem, Israel',\n",
       " '空缺值',\n",
       " 'Univ Arizona, Dept Chem & Biochem, Tucson, AZ 85721 USA',\n",
       " 'Penn State Univ, Behrend Coll, Erie, PA 16563 USA',\n",
       " '空缺值',\n",
       " '[Bragg, Debra D.] Univ Illinois, Off Community Coll Res & Leadership, Dept Educ Policy Org & Leadership, Champaign, IL 61820 USA; [Taylor, Jason L.] Univ Illinois, Off Community Coll Res & Leadership, Champaign, IL 61820 USA',\n",
       " '[Allen-Ramdial, Stacy-Ann A.] Brown Univ, Providence, RI 02912 USA; [Campbell, Andrew G.] Brown Univ, Dept Mol Microbiol & Immunol, Providence, RI 02912 USA; [Campbell, Andrew G.] Initiat Maximize Student Dev Program, Berkeley, CA USA',\n",
       " '[Cohen, Cheryl A.; Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA',\n",
       " '[Lin, Peng-Chun] Chinese Culture Univ, Grad Inst Informat Management, Taipei, Taiwan; [Lin, Peng-Chun] Natl Taiwan Normal Univ, Grad Inst Informat & Comp Educ, Taipei, Taiwan; [Hou, Huei-Tse] Natl Taiwan Univ Sci & Technol, Grad Inst Appl Sci & Technol, Taipei, Taiwan; [Wu, Sheng-Yi] Univ Kang Ning, Dept Informat Commun, Tainan, Taiwan; [Chang, Kuo-En] Natl Taiwan Normal Univ, Grad Inst Informat & Comp Educ, Taipei, Taiwan',\n",
       " '[Chen, Chien-fei] Univ Tennessee, NSF DOE Engn Res Ctr CURENT, Knoxville, TN 37996 USA; [Tomsovic, Kevin] Univ Tennessee, Dept Elect Engn & Comp Sci, Knoxville, TN 37996 USA; [Aydeniz, Mehmet] Univ Tennessee, Theory & Practice Teacher Educ, Knoxville, TN 37996 USA',\n",
       " '[Smith, Jessi L.; Huntoon, Meghan] Montana State Univ, Dept Psychol, Bozeman, MT 59717 USA; [Cech, Erin] Rice Univ, Dept Sociol, Houston, TX 77251 USA; [Metz, Anneke] So Illinois Univ, Dept Med Educ, Carbondale, IL 62901 USA; [Moyer, Christina] No Arizona Univ, Dept Psychol Sci, Flagstaff, AZ 86011 USA',\n",
       " '空缺值',\n",
       " '[Freeman, Scott; Eddy, Sarah L.; McDonough, Miles; Okoroafor, Nnadozie; Jordt, Hannah; Wenderoth, Mary Pat] Univ Washington, Dept Biol, Seattle, WA 98195 USA; [Smith, Michelle K.] Univ Maine, Sch Biol & Ecol, Orono, ME 04469 USA',\n",
       " '[Bahri, Nurnadiah Mohamed; Osman, Kamisah] Natl Univ Malaysia, Selangor, Malaysia; [Suryawati, Evi] Riau Univ, Jalan Patimura, Indonesia',\n",
       " '[Fadzil, Hidayah Mohd; Saat, Rohaida Mohd] Univ Malaya, Kuala Lumpur 50603, Malaysia',\n",
       " '[Meng, Chew Cheng] Univ Sains Malaysia, George Town, Malaysia; [Idris, Noraini; Eu, Leong Kwan] Univ Malaya, Kuala Lumpur, Malaysia',\n",
       " '[Osman, Kamisah] Natl Univ Malaysia, Bangi, Malaysia; [Saat, Rohaida Mohd] Univ Malaya, Kuala Lumpur, Malaysia',\n",
       " '[Jayarajah, Kamaleswaran; Saat, Rohaida Mohd; Rauf, Rose Amnah Abdul] Univ Malaya, Kuala Lumpur, Malaysia',\n",
       " '[Dickerson, Daniel L.] Old Dominion Univ, STEM Educ & Profess Studies, Norfolk, VA 23529 USA; [Eckhoff, Angela; Chappell, Shanan; Hathcock, Stephanie] Old Dominion Univ, Norfolk, VA 23529 USA; [Stewart, Craig O.] Univ Memphis, Memphis, TN 38152 USA',\n",
       " '[Cwikla, Julie] CISSTEM Ctr Integrat Studies STEM, Mobile, AL 36688 USA; [Cwikla, Julie] Univ S Alabama, Mobile, AL 36688 USA; [Milroy, Scott] Univ So Mississippi, Stennis Space Ctr, MS 39529 USA; [Reider, David] Educ Design Inc, Newtonville, MA 02460 USA',\n",
       " '[Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA; [Yakubu, Marnudu; Adeyeye, Olasumbo M.; Pollard, David A.] Winston Salem State Univ, Dept Chem, Winston Salem, NC 27110 USA; [Mohammed, Abdul K.] N Carolina Cent Univ, Dept Chem, Durham, NC 27707 USA',\n",
       " '[Lester, James C.; Spires, Hiller A.; Nietfeld, John L.; Minogue, James; Mott, Bradford W.; Lobene, Eleni V.] N Carolina State Univ, Raleigh, NC 27695 USA',\n",
       " '[Janelle, Donald G.; Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA; [Newcombe, Nora S.] Temple Univ, Philadelphia, PA 19122 USA',\n",
       " '[Besterfield-Sacre, Mary] Univ Pittsburgh, Pittsburgh, PA 15261 USA; [Cox, Monica F.; Beddoes, Kacey] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA; [Borrego, Maura] Virginia Tech, Engn Educ Dept, Blacksburg, VA 24061 USA; [Zhu, Jiabin] Shanghai Jiao Tong Univ, Grad Sch Educ, Shanghai 200240, Peoples R China',\n",
       " '[Borrego, Maura] Virginia Tech, Grad Sch, Blacksburg, VA 24061 USA; [Borrego, Maura] Virginia Tech, Blacksburg, VA 24061 USA; [Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA',\n",
       " '[Vercellotti, Sharon; Vercellotti, John] V LABS INC, Covington, LA 70433 USA',\n",
       " '[Fakayode, Sayo O.] N Carolina Agr & Tech State Univ, Dept Chem, Greensboro, NC 27411 USA; [Pollard, David A.; Snipes, Vincent T.; Atkinson, Alvin] Winston Salem State Univ, Winston Salem, NC 27110 USA',\n",
       " 'Calif State Univ Long Beach, Dept Sci Educ, Long Beach, CA 90840 USA',\n",
       " '[Theobald, Roddy] Univ Washington, Dept Stat, Seattle, WA 98195 USA; [Freeman, Scott] Univ Washington, Dept Biol, Seattle, WA 98195 USA',\n",
       " '[Saxton, Emily] Portland State Univ, Ctr Sci Educ, Portland, OR 97201 USA; [Burns, Robin] Intel Corp, Santa Clara, CA 95051 USA; [Holveck, Susan] Beaverton Sch Dist, Beaverton, OR 97006 USA; [Kelley, Sybil; Rigelman, Nicole] Portland State Univ, Grad Sch Educ, Portland, OR 97201 USA; [Prince, Daniel] Multnomah Educ Serv Dist, Outdoor Sch Program, Portland, OR USA; [Skinner, Ellen A.] Portland State Univ, Dept Psychol, Portland, OR 97201 USA',\n",
       " '[Muindi, Fanuel] MIT, Cambridge, MA 02139 USA; [Guha, Moytrayee] Harvard Univ, Brigham & Womens Hosp, Sch Med, Boston, MA 02115 USA',\n",
       " '[Barker, Bradley S.] Univ Nebraska, Lincoln, NE 68516 USA; [Nugent, Gwen] Univ Nebraska, Nebraska Ctr Res Children Youth Families & Sch, Lincoln, NE 68588 USA; [Grandgenett, Neal F.] Univ Nebraska, Dr George & Sally Haddix Community Chair STEM Edu, Omaha, NE 68182 USA',\n",
       " '[Hernandez, Paul R.; Bodin, Ralph; Elliott, Jonathan W.; Rambo-Hernandez, Karen E.] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA; [Ibrahim, Badaruddin] Univ Tun Hussein Onn Malaysia, Batu Pahat, Malaysia; [Chen, Thomas W.; de Miranda, Michael A.] Colorado State Univ, Coll Engn, Ft Collins, CO 80523 USA',\n",
       " '[Sahin, Alpaslan] Texas A&M Univ, Coll Educ, College Stn, TX 77843 USA; [Ayar, Mehmet C.] TUBITAK, Ankara, Turkey; [Adiguzel, Tufan] Bahcesehir Univ, Coll Arts & Sci, Dept Math & Comp Sci, Istanbul, Turkey',\n",
       " '[Adamuti-Trache, Maria] Univ Texas Arlington, Arlington, TX 76019 USA; [Sweet, Robert] Lakehead Univ, Fac Educ, Thunder Bay, ON P7B 5E1, Canada',\n",
       " '[Donovan, Brian M.; Osborne, Jonathan F.] Stanford Univ, Stanford Grad Sch Educ, Stanford, CA 94305 USA; [Mateos, David Moreno] CNRS, Ctr Ecol Fonct & Evolut, UMR 5175, Montpellier, France; [Bisaccio, Daniel J.] Brown Univ, Dept Educ, Providence, RI 02912 USA',\n",
       " '[Nicholls, Gillian M.] Univ Alabama, Huntsville, AL 35899 USA; [Wolfe, Harvey; Besterfield-Sacre, Mary; Shuman, Larry J.] Univ Pittsburgh, Dept Ind Engn, Pittsburgh, PA 15261 USA',\n",
       " '[Corlu, M. Sencer] Bilkent Univ, Grad Sch Educ, Bilkent, Turkey; [Capraro, Robert M.; Capraro, Mary M.] Texas A&M Univ, Dept Teaching Learning & Culture, College Stn, TX 77843 USA',\n",
       " '[Talaue, Frederick Toralballa] Nanyang Technol Univ, Singapore 637616, Singapore',\n",
       " '[Bissaker, Kerry] Flinders Univ S Australia, Adelaide, SA 5001, Australia',\n",
       " '空缺值',\n",
       " '[Assefa, Shimelis G.] Univ Denver, Dept Res Methods & Informat Sci, Denver, CO 80208 USA; [Rorissa, Abebe] SUNY Albany, Dept Informat Studies, Albany, NY 12222 USA',\n",
       " '[MacPhee, David] Colorado State Univ, Dept Human Dev & Family Studies, Ft Collins, CO 80523 USA; [Farro, Samantha] Colorado State Univ, Ft Collins, CO 80523 USA; [Canetto, Silvia Sara] Colorado State Univ, Dept Psychol, Ft Collins, CO 80523 USA',\n",
       " '[Merolla, David M.] Wayne State Univ, Dept Sociol, Detroit, MI 48202 USA; [Serpe, Richard T.] Kent State Univ, Dept Sociol, Kent, OH 44242 USA',\n",
       " '[Wang, Ming-Te; Degol, Jessica] Univ Pittsburgh, Sch Educ, Dept Appl Dev Psychol, Pittsburgh, PA 15260 USA',\n",
       " '[Doyle, Kari M. H.] Bay Sch San Francisco, San Francisco, CA 94129 USA; [Vale, Ronald D.] Univ Calif San Francisco, Dept Cellular & Mol Pharmacol, San Francisco, CA 94158 USA; [Vale, Ronald D.] Univ Calif San Francisco, Howard Hughes Med Inst, San Francisco, CA 94158 USA',\n",
       " '[Taylor, Holly A.] Tufts Univ, Medford, MA 02155 USA',\n",
       " '[Uttal, David H.; Miller, David I.] Northwestern Univ, Evanston, IL 60208 USA; [Newcombe, Nora S.] Temple Univ, Philadelphia, PA 19122 USA',\n",
       " '[Hughes, Roxanne M.; Nzekwe, Brandon] Natl High Magnet Field Lab, Ctr Integrating Res & Learning, Tallahassee, FL 32310 USA; [Molyneaux, Kristen J.] Firelight Fdn, Santa Cruz, CA 95060 USA',\n",
       " '[Towns, Marcy] Purdue Univ, Dept Chem, W Lafayette, IN 47907 USA; [Thompson, John] Univ Maine, Dept Phys & Astron, Orono, ME 04469 USA; [Christensen, Warren] N Dakota State Univ, Dept Phys, Frgo, ND 58108 USA; [Rasmussen, Chris] San Diego State Univ, Dept Math & Stat, San Diego, CA 92120 USA',\n",
       " '[Else-Quest, Nicole M.] Univ Maryland Baltimore Cty, Dept Psychol, Baltimore, MD 21250 USA; [Mineo, Concetta C.] Penn State Univ, Dept Human Dev & Family Studies, University Pk, PA 16802 USA; [Higgins, Ashley] Philadelphia Coll Osteopath Med, Dept Psychol, Philadelphia, PA USA',\n",
       " 'Bilkent Univ, Grad Sch Educ, TR-06800 Ankara, Turkey',\n",
       " 'Hampshire Coll, Sch Nat Sci, Amherst, MA 01002 USA',\n",
       " 'Univ Wisconsin, Dept Educ Leadership & Policy Anal, Madison, WI 53706 USA',\n",
       " '[Miller, David I.] Univ Calif Berkeley, Grad Sch Educ, Berkeley, CA 94607 USA; [Halpern, Diane F.] Claremont Mckenna Coll, Dept Psychol, Claremont, CA 91711 USA',\n",
       " \"[McCright, Aaron M.; O'Shea, Brian W.; Sweeder, Ryan D.; Urquhart, Gerald R.; Zeleke, Aklilu] Michigan State Univ, Lyman Briggs Coll, E Lansing, MI 48825 USA; [McCright, Aaron M.] Michigan State Univ, Dept Sociol, E Lansing, MI 48825 USA; [McCright, Aaron M.] Michigan State Univ, Environm Sci & Policy Program, E Lansing, MI 48825 USA; [O'Shea, Brian W.] Michigan State Univ, Dept Phys & Astron, E Lansing, MI 48825 USA; [Urquhart, Gerald R.] Michigan State Univ, Dept Fisheries & Wildlife & Int Studies & Program, E Lansing, MI 48825 USA; [Zeleke, Aklilu] Michigan State Univ, Dept Stat & Probabil, E Lansing, MI 48825 USA\",\n",
       " '[Borrego, Maura; Cutler, Stephanie] Virginia Tech, Blacksburg, VA 24061 USA; [Prince, Michael] Bucknell Univ, Lewisburg, PA 17837 USA; [Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA; [Froyd, Jeffrey E.] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '[Ampaw, Frim; Partlo, Margaret] Cent Michigan Univ, Dept Educ Leadership, Mt Pleasant, MI 48859 USA',\n",
       " '[Eseryel, Deniz; Ifenthaler, Dirk; Ge, Xun] Univ Oklahoma, Dept Educ Psychol, Norman, OK 73019 USA',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '[Anderson, Misti Ault] Georgetown Univ, Med Ctr, Dept Microbiol & Immunol, Washington, DC 20057 USA; [Anderson, Misti Ault; Giordano, James] Potomac Inst Policy Studies, Arlington, VA 22203 USA; [Giordano, James] Georgetown Univ, Med Ctr, Neuroeth Studies Program, Edmund D Pellegrino Ctr Clin Bioeth, Washington, DC 20057 USA; [Giordano, James] Georgetown Univ, Med Ctr, Div Integrat Physiol, Dept Biochem, Washington, DC 20057 USA; [Giordano, James] Univ Munich, Human Sci Ctr, D-80336 Munich, Germany; [Giordano, James] Univ Munich, Human Sci Ctr, D-83646 Bad Tolz, Germany',\n",
       " '空缺值',\n",
       " '[Gandhi, Eshani; Orgill, MaryKay; Schrader, P. G.] Univ Nevada, Dept Chem, Las Vegas, NV 89154 USA',\n",
       " '[Kukreti, Anant R.] Univ Cincinnati, Sch Energy Environm Biol & Med Engn, Cincinnati, OH 45221 USA; [Maltbie, Catherine V.] Univ Cincinnati, Coll Educ, Criminal Justice & Human Serv Evaluat Serv Ctr, Cincinnati, OH 45221 USA',\n",
       " '[Tower, Roger] Independence Sci, W Lafayette, IN 47906 USA',\n",
       " '[Bakhiet, Raga] Southwestern Coll, Chula Vista, CA USA; [Carcia, Theresa] SDSU, Coll Engn, San Diego, CA USA; [Alvarez, Rafael] SDCC, San Diego, CA USA',\n",
       " '[Dutnall, Robert N.] Univ San Diego, Dept Chem & Biochem, San Diego, CA 92110 USA; [Banner, Valentyna; Booker, Aja; Vizzo, Emily; Kane, Christine] San Diego Global Vis Acad, San Diego, CA USA',\n",
       " '[Krogh, Lars Brian; Andersen, Hanne Moeller] Aarhus Univ, Ctr Sci Educ, DK-8000 Aarhus C, Denmark',\n",
       " '[Ryan, Melissa S.] Ocean Technol Fdn, Mystic, CT 06355 USA',\n",
       " '空缺值',\n",
       " '[Nag, Sreeja; Katz, Jacob G.; Saenz-Otero, Alvar] MIT, Dept Aeronaut & Astronaut, Cambridge, MA 02139 USA',\n",
       " '[McLurkin, James; John, Meagan; Kaseman, Quillan; Lynch, Andrew J.] Rice Univ, Dept Comp Sci, Houston, TX 77005 USA; [Rykowski, Joshua] US Mil Acad, Dept Comp Sci, West Point, NY 10996 USA',\n",
       " '[Tseng, Kuo-Hung; Chen, Wen-Ping] Meiho Univ, Grad Inst Business & Management, Pingtung 91202, Pingtung County, Taiwan; [Chang, Chi-Cheng] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, Taipei 10610, Taiwan; [Lou, Shi-Jer] Natl Pingtung Univ Sci & Technol, Grad Inst Vocat & Tech Educ, Nei Pu Township, Pingtung County, Taiwan',\n",
       " '[Nadelson, Louis S.] Boise State Univ, C&I, Coll Educ, Boise, ID 83725 USA; [Pyke, Patricia] Boise State Univ, STEM Stn, Boise, ID 83725 USA',\n",
       " '[Blustein, David L.] Boston Coll, Dept Counseling Dev & Educ Psychol, Lynch Sch Educ, Chestnut Hill, MA 02467 USA; [Lee, Youjin] Boston Coll, Educ Res Measurement & Evaluat ERME Program, Chestnut Hill, MA 02467 USA',\n",
       " '[Geisinger, Brandi N.; Raman, D. Raj] Iowa State Univ, Res Inst Studies Educ, Ames, IA 50011 USA',\n",
       " '[Engberg, Mark E.] Loyola Univ Chicago, Chicago, IL USA; [Wolniak, Gregory C.] Univ Chicago, NORC, Chicago, IL 60637 USA',\n",
       " '[Andree, Maria] Stockholm Univ, Dept Math & Sci Educ, S-10691 Stockholm, Sweden; [Hansson, Lena] Kristianstad Univ, Learning Sci & Math LISMA, Kristianstad, Sweden',\n",
       " '[Hudson, Peter; English, Lyn D.] Fac Educ, Sch Curriculum, Brisbane, Qld, Australia; [Dawes, Les] Fac Sci & Engn, Sch Earth Environm & Biol Sci, Brisbane, Qld, Australia',\n",
       " '[Martinez, Edward; Lindline, Jennifer; Petronis, Michael S.] New Mexico Highlands Univ, Nat Resource Management Dept, Las Vegas, NM 87701 USA; [Pilotti, Maura] New Mexico Highlands Univ, Dept Social & Behav Sci, Las Vegas, NM 87701 USA',\n",
       " '[Banning, James; Folkestad, James E.] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA',\n",
       " '[Cohen, Cheryl A.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Hegarty, Mary] Univ Calif Santa Barbara, Santa Barbara, CA 93106 USA',\n",
       " 'Univ Alabama, Huntsville, AL USA',\n",
       " '[Hudson, Peter; English, Lyn D.; Dawes, Les; Macri, Jo] Queensland Univ Technol, Kelvin Grove, Qld 4059, Australia',\n",
       " '[Ashe, Colin A.; Yaron, David J.; Chase, Catherine; Adamson, David] Carnegie Mellon Univ, Pittsburgh, PA 15213 USA; [Carter, W. Craig] MIT, Cambridge, MA 02139 USA; [Bartolo, Laura] Kent State Univ, Kent, OH 44242 USA',\n",
       " '[Cooper, Melanie M.] Clemson Univ, Dept Chem, Clemson, SC 29634 USA',\n",
       " '[Cooper, Melanie M.] Clemson Univ, Dept Chem, Clemson, SC 29634 USA',\n",
       " '[Brickman, Peggy] Univ Georgia, Athens, GA 30602 USA; [Gormally, Cara] Georgia Inst Technol, Introductory Biol Labs, Sch Biol, Atlanta, GA 30332 USA; [Francom, Greg] No State Univ, Aberdeen, SD 57401 USA; [Jardelezz, Sarah E.] Michigan State Univ, E Lansing, MI 48824 USA; [Schutte, Virginia G. W.] Univ Georgia, Athens, GA 30602 USA; [Jordan, Carly] Univ Wyoming, Laramie, WY 82071 USA; [Kanizay, Lisa] Univ Georgia, Athens, GA 30602 USA',\n",
       " '[Pazicni, Samuel] Univ New Hampshire, Dept Chem, Durham, NH 03824 USA; [Vazquez, Anne V.; McLoughlin, Kaitlin; Sabbagh, Melanie; Runkle, Adam C.; Simon, Jeffrey; Coppola, Brian P.] Univ Michigan, Dept Chem, Ann Arbor, MI 48109 USA',\n",
       " '[Carr, Ronald L.; Strobel, Johannes] Purdue Univ, Inst Engn Res & Learning P12, INSPIRE, W Lafayette, IN 47907 USA',\n",
       " '空缺值',\n",
       " '[Yu, Chong Ho; DiGangi, Samuel; Jannasch-Pennell, Angel] Arizona State Univ, Appl Learning Technol Inst, Scottsdale, AZ 85257 USA',\n",
       " '[Cheville, R. Alan] Oklahoma State Univ, Sch Elect & Comp Engn, Oklahoma City, OK 74074 USA; [Cheville, R. Alan] Natl Sci Fdn, Div Engn Educ & Ctr, Arlington, VA 22230 USA',\n",
       " '[Subramaniam, Mega M.] Univ Maryland, Informat Policy & Access Ctr, Coll Informat Studies, College Pk, MD 20742 USA',\n",
       " '[Tate, William F.; Thorne-Wallington, Elizabeth] Washington Univ, Dept Educ Arts & Sci, St Louis, MO 63130 USA; [Hogrebe, Mark C.] Washington Univ, Dept Educ, St Louis, MO 63130 USA',\n",
       " '[Schmidt, Christopher D.] Villanova Univ, Dept Educ & Counseling, Coll Liberal Arts & Sci, Villanova, PA 19085 USA; [Rokutani, Laurie J.] Moonshadow, Williamsburg, VA USA; [Hardinge, Gail B.] Coll William & Mary, Sch Educ, Williamsburg, VA 23187 USA',\n",
       " '[Meyers, Kerry L.; Goodrich, Victoria; Brockman, Jay] Univ Notre Dame, Notre Dame, IN 46556 USA',\n",
       " '[Merwade, V.] Purdue Univ, Sch Civil Engn, W Lafayette, IN 47907 USA; [Ruddell, B. L.] Arizona State Univ, Dept Engn, Coll Technol & Innovat, Mesa, AZ USA',\n",
       " '[Sjaastad, Jorgen] Univ Oslo, Dept Phys, Blindern, Norway',\n",
       " '[Uttal, David H.; Cohen, Cheryl A.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Uttal, David H.; Cohen, Cheryl A.] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL 60208 USA',\n",
       " 'Robert Gordon Univ, Inst Innovat Design & Sustainabil Res, Aberdeen AB10 7QD, Scotland',\n",
       " '[Henderson, Charles] Western Michigan Univ, Dept Phys, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA; [Finkelstein, Noah] Univ Colorado, Dept Phys, Boulder, CO 80309 USA',\n",
       " '[Riga, Alan T.] Cleveland State Univ, Dept Chem, Coll Sci & Hlth Profess, Cleveland, OH 44115 USA; [Matthews, M. Ellen] Buckeye Pharmaceut, Beachwood, OH 44122 USA',\n",
       " '[Greenseid, Lija O.] Profess Data Analysts Inc, Minneapolis, MN USA; [Lawrenz, Frances] Univ Minnesota, Minneapolis, MN USA',\n",
       " '[Rule, Gordon] Carnegie Mellon Univ, Dept Biol Sci, Pittsburgh, PA 15213 USA; [Bajzek, Diana] Carnegie Mellon Univ, Off Technol Educ, Pittsburgh, PA 15213 USA; [Goodman, Anya] Calif Polytech State Univ San Luis Obispo, Dept Chem & Biochem, San Luis Obispo, CA 93407 USA; [Kessler, Aaron] Univ Pittsburgh, Sch Educ, Pittsburgh, PA 15213 USA',\n",
       " '[Malcom, Lindsey E.] Univ Calif Riverside, Grad Sch Educ, Riverside, CA 92521 USA; [Malcom, Shirley M.] Amer Assoc Advancement Sci, Educ Program, Washington, DC USA; [Malcom, Shirley M.] Amer Assoc Advancement Sci, Human Resources Program, Washington, DC USA',\n",
       " '[Myers, Carrie B.] Montana State Univ, Dept Educ, Bozeman, MT 59717 USA; [Pavel, D. Michael] Univ Oregon, Eugene, OR 97403 USA',\n",
       " '[Capobianco, Brenda M.] Purdue Univ, Dept Curriculum & Instruct, Coll Educ, W Lafayette, IN 47907 USA; [Capobianco, Brenda M.] Purdue Univ, Sch Engn Educ, Coll Educ, W Lafayette, IN 47907 USA; [Weller, Jessica] Purdue Univ, Coll Sci, W Lafayette, IN 47907 USA',\n",
       " '[Kaufman, Senator Edward E.] US Senate, Washington, DC 20510 USA',\n",
       " '[Eseryel, Deniz] Univ Oklahoma, Dept Educ Psychol, Norman, OK 73019 USA; [Ifenthaler, Dirk] Univ Mannheim, D-6800 Mannheim 1, Germany',\n",
       " '空缺值',\n",
       " '[Lopez, Enrique; Kim, Jennifer; Nandagopal, Kiruthiga; Shavelson, Richard J.] Stanford Univ, Dept Educ, Stanford, CA 94305 USA; [Cardin, Nate] Stanford Univ, Dept Chem, Stanford, CA 94305 USA; [Penn, John H.] W Virginia Univ, Dept Chem, Morgantown, WV 26506 USA',\n",
       " '[Woodard, Lisa J.] Washington State Univ, Coll Pharm, Dept Pharmacotherapy, Spokane, WA 99210 USA; [Wilson, Judith S.] San Joaquin Cty Off Educ, Stockton, CA USA; [Blankenship, James] Univ Pacific, Thomas J Long Sch Pharm & Hlth Sci, Stockton, CA 95211 USA; [Lindsey, Marti] Univ Arizona, Coll Pharm, Tucson, AZ 85721 USA',\n",
       " 'Univ Birmingham, Sch Educ, Birmingham B15 2TT, W Midlands, England',\n",
       " '[English, Lyn D.; Hudson, Peter] Queensland Univ Technol, Sch Math Sci & Technol Educ, Brisbane, Qld 4001, Australia; [Dawes, Les] Queensland Univ Technol, Sch Urban Dev, Brisbane, Qld 4001, Australia',\n",
       " 'Soc Mfg Engineers SME Educ Fdn, Dearborn, MI USA',\n",
       " '[Denker, S. P.; Lindburg, L.] BayBio Inst, San Francisco, CA USA',\n",
       " '空缺值',\n",
       " '[Foster, K. M.; Bergin, K. B.; McKenna, A. F.; Millard, D. L.; Perez, L. C.; Prival, J. T.; Rainey, D. Y.; Sevian, H. M.; VanderPutten, E. A.; Hamos, J. E.] Natl Sci Fdn, Div Undergrad Educ, Arlington, VA 22230 USA; [Foster, K. M.] Univ Texas Austin, Inst Community, Austin, TX 78712 USA; [Foster, K. M.] Univ Texas Austin, Sch Partnerships, Austin, TX 78712 USA',\n",
       " '[Nicholls, Gillian M.] Univ Alabama, Huntsville, AL 35899 USA; [Besterfield-Sacre, Mary] Univ Pittsburgh, Dept Ind Engn, Pittsburgh, PA 15261 USA; [Besterfield-Sacre, Mary] Univ Pittsburgh, Ctr Learning Res & Dev, Pittsburgh, PA 15261 USA',\n",
       " 'Battelle Mem Inst, Columbus, OH 43201 USA',\n",
       " '空缺值',\n",
       " 'Battelle Mem Inst, Columbus, OH 43201 USA',\n",
       " '空缺值',\n",
       " '[Riechert, Susan E.] Univ Tennessee, Knoxville, TN 37996 USA; [Post, Brian K.] Georgia Inst Technol, Sch Mech Engn, Atlanta, GA 30318 USA',\n",
       " '[Pazos, Pilar] Old Dominion Univ, Engn Management & Syst Engn Dept, Norfolk, VA 23529 USA; [Micari, Marina; Light, Gregory] Northwestern Univ, Searle Ctr Teaching Excellence, Evanston, IL USA; [Light, Gregory] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL USA',\n",
       " '[Hopkinson, Peter; James, Peter] Univ Bradford, Ecovers Off, Bradford BD7 1DP, W Yorkshire, England',\n",
       " '空缺值',\n",
       " '[Stubbs, Kristen N.] iRobot Corp, Bedford, MA USA; [Yanco, Holly A.] Univ Massachusetts Lowell, Lowell, MA USA',\n",
       " '空缺值',\n",
       " '[Labov, Jay B.; Schweingruber, Heidi A.; Hilton, Margaret L.] CNR, Ctr Educ, Washington, DC 20001 USA; [Singer, Susan R.] Carleton Coll, Dept Biol, Northfield, MN 55057 USA; [George, Melvin D.] Univ Missouri, Off President, Columbia, MO 65211 USA',\n",
       " '[Cantrell, Pamela] Brigham Young Univ, Dept Teacher Educ, Provo, UT 84602 USA; [Ewing-Taylor, Jacque] Univ Nevada, Raggio Res Ctr STEM Educ, Coll Educ, Reno, NV 89557 USA',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " 'Cornell Univ, Ithaca, NY 14853 USA',\n",
       " '[Mayo, Merrilea J.] Ewing Marion Kauffman Fdn, Kansas City, MO 64110 USA',\n",
       " '[Amato-Henderson, Susan] Michigan Technol Univ, Dept Cognit & Learning Sci, Houghton, MI 49931 USA; [Lehman, John B.] Michigan Technol Univ, Enrollment Serv, Houghton, MI 49931 USA; [Cattelino, Peter] Michigan Technol Univ, YES, Expo Program, Houghton, MI 49931 USA; [Cattelino, Peter] Michigan Technol Univ, YES, Educ Program, Houghton, MI 49931 USA',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '[Narum, Jeanne L.] Independent Coll Off, Project Kaleidoscope, Washington, DC 20036 USA',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " 'Univ Pittsburgh, Pittsburgh, PA 15261 USA; Esso Thailand Publ Co Ltd, Bangkok 10120, Thailand',\n",
       " '[Strozak, Victor S.] CUNY, Ctr Adv Study Educ, Grad Ctr, New York, NY 10016 USA',\n",
       " 'Georgia Inst Technol, TPAC, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Publ Policy, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Econ, Atlanta, GA 30332 USA; Georgia Inst Technol, Sch Ind & Syst Engn, Atlanta, GA 30332 USA',\n",
       " 'Univ Nijmegen St Radboud Hosp, ITS, NL-6500 KJ Nijmegen, Netherlands',\n",
       " 'Phoeniz Zoo, Phoenix, AZ 85008 USA',\n",
       " 'Penn State Univ, Coll Engn, University Pk, PA 16802 USA; Univ Missouri, Columbia, MO USA; Montana State Univ, Bozeman, MT 59717 USA',\n",
       " \"[Khan, Arshad M.; D'Arcy, Christina E.] Univ Texas El Paso, UTEP Syst Neurosci Lab, El Paso, TX 79968 USA; [D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Biol Educ Res Grp, El Paso, TX 79968 USA; [Khan, Arshad M.; D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Dept Biol Sci, 500 W Univ Ave,Biosci Bldg, El Paso, TX 79968 USA; [Khan, Arshad M.; D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Border Biomed Res Ctr, El Paso, TX 79968 USA; [Khan, Arshad M.; D'Arcy, Christina E.] Univ Texas El Paso, UTEP PERSIST Brain Mapping & Connect Teaching Lab, El Paso, TX 79968 USA; [Khan, Arshad M.; D'Arcy, Christina E.; Olimpo, Jeffrey T.] Univ Texas El Paso, Bldg SCHOLARS Program, El Paso, TX 79968 USA; [Khan, Arshad M.] Univ Texas El Paso, UTEP RISE Program, El Paso, TX 79968 USA; [Khan, Arshad M.] Univ Texas El Paso, UTEP Neurosci Bachelor Sci Degree Program, El Paso, TX 79968 USA\",\n",
       " \"[D'Alessio, Matteo] Univ Mississippi, Dept Civil Engn, 204 Carrier Hall, University, MS 38677 USA; [Rushing, Grace] Univ Mississippi, Dept Civil Engn, 202 Carrier Hall, University, MS 38677 USA; [Gray, Tiffany L.] Univ Mississippi, Div Outreach & Continuing Educ, Jackson Ave Ctr, University, MS 38677 USA\",\n",
       " '[Henry, Meredith A.; Shorter, Shayla; Heemstra, Jennifer M.] Emory Univ, Dept Chem, 1515 Pierce Dr, Atlanta, GA 30322 USA; [Charkoudian, Louise K.] Haverford Coll, Dept Chem, Haverford, PA 19041 USA; [Le, Benjamin] Haverford Coll, Dept Psychol, Haverford, PA 19041 USA; [Corwin, Lisa A.] Univ Colorado, Dept Ecol & Evolutionary Biol, 1900 Pleasant St,334 UCB, Boulder, CO 80309 USA',\n",
       " '[Vinje, Hilde; Almoy, Trygve; Froslie, Kathrine Frey; Saebo, Solve] Norwegian Univ Life Sci, Fac Chem Biotechnol & Food Sci, Christian Magnus Falsens Vei 1, N-1433 As, Norway; [Brovold, Helge] Norwegian Univ Sci & Technol, Nat Ctr Sci Recruitment, Trondheim, Norway',\n",
       " '[Bacovic, Maja; Pejovic, Bojan] Univ Montenegro, Fac Econ, Podgorica, Montenegro; [Andrijasevic, Zivko] Univ Montenegro, Fac Philosophy, Podgorica, Montenegro',\n",
       " '[Lin, Chun-Hung] Chung Yuan Christian Univ, Ctr Teacher Educ, Taoyuan, Taiwan; [Yu, Chih-Chang] Chung Yuan Christian Univ, Dept Informat & Comp Engn, Taoyuan, Taiwan; [Shih, Po-Kang] Chung Yuan Christian Univ, Ctr Gen Educ, Taoyuan, Taiwan; [Wu, Leon Yufeng] Chung Yuan Christian Univ, Grad Sch Educ, Taoyuan, Taiwan',\n",
       " '[Ozcakir Sumen, Ozlem; Calisici, Hamza] Ondokuz Mayis Univ, Fac Educ, Samsun, Turkey',\n",
       " '[Capobianco, Brenda M.; Clingerman, Jenna] Purdue Univ, Dept Curriculum & Instruct, 100 North Univ St, W Lafayette, IN 47907 USA; [Radloff, Jeffrey] SUNY Coll Cortland, Childhood Early Childhood Educ Dept, Cortland, NY 13045 USA',\n",
       " '[Schellinger, Jennifer; Jaber, Lama Z.; Southerland, Sherry A.] Florida State Univ, Sch Teacher Educ, Tallahassee, FL 32306 USA',\n",
       " '[Tekdal, Mehmet] Univ Cukurova, Fac Educ, Dept Comp Educ & Instruct Technol, TR-01330 Adana, Turkey',\n",
       " '[Huang, Yuanzhen] Quanzhou Ocean Inst, Quanzhou 362700, Peoples R China; [Liu, Xiaohui] Xiamen Univ, Inst Educ, Xiamen 361021, Peoples R China; [Huang, Yuanzhen; Liu, Xiaohui] Jimei Univ, Sch Sci, Xiamen 361021, Peoples R China',\n",
       " '[Romero-Ariza, Marta; Quesada, Antonio; Abril, Ana-Maria; Cobo, Cristina] Univ Jaen, Jaen, Spain',\n",
       " '[Morton, Terrell R.] Univ Missouri Columbia, 303 Townsend Hall, Columbia, MO 65211 USA',\n",
       " '[Davila, Omar] Santa Clara Univ, Child Studies Program, Santa Clara, CA 95053 USA; [Rios, Victor M.] Univ Calif Santa Barbara, Dept Sociol, Santa Barbara, CA 93106 USA',\n",
       " '[Queiruga-Dios, Miguel-Angel; Diez-Ojeda, Maria; Saiz-Manzanares, Maria-Consuelo] Univ Burgos, Burgos, Spain; [Lopez-Inesta, Emilia] Univ Valencia, Valencia, Spain; [Vazquez-Dorrio, Jose-Benito] Univ Vigo, Vigo, Spain',\n",
       " '[Mulvey, Kelly Lynn; Joy, Angelina] North Carolina State Univ, Dept Psychol, Raleigh, NC USA; [Caslin, Michael; Katti, Madhusudan] North Carolina State Univ, Dept Forestry & Environm Resources, Raleigh, NC USA; [Orcutt, Darby] North Carolina State Univ Lib, Raleigh, NC USA; [Eseryel, Deniz] North Carolina State Univ, Dept Learning Design & Technol, Raleigh, NC USA',\n",
       " '[Graham, Mark A.] Brigham Young Univ, Provo, UT 84602 USA',\n",
       " '[Duan, Ruoyu Jenny; Walker, Graham J.; Orthia, Lindy A.] Australian Natl Univ, Ctr Publ Awareness Sci CPAS, Acton, ACT 2602, Australia',\n",
       " '[Skrentny, John D.; Lewis, Kevin] Univ Calif San Diego, Dept Sociol, 9500 Gilman Dr, La Jolla, CA 92093 USA',\n",
       " '[Jackson, Christa] Iowa State Univ, Sch Educ, 2642A Lagomarcino Hall,901 Stange Rd, Ames, IA 50011 USA; [Mohr-Schroeder, Margaret J.; Yost, Caitlyn; Fowler, Abigail] Univ Kentucky, 105 Taylor Educ Bldg, Lexington, KY 40506 USA; [Bush, Sarah B.] Univ Cent Florida, Sch Teacher Educ, Coll Community Innovat & Educ, POB 161250, Orlando, FL 32816 USA; [Maiorca, Cathrine] Calif State Univ Long Beach, Dept Teacher Educ, 1250 Bellflower Blvd, Long Beach, CA 90840 USA; [Roberts, Thomas] Bowling Green State Univ, 529 Educ Bldg, Bowling Green, OH 43403 USA',\n",
       " '[Reinholz, Daniel L.; White, Isabel] San Diego State Univ, Dept Math & Stat, San Diego, CA 92182 USA; [Andrews, Tessa] Univ Georgia, Dept Genet, 120 East Green St, Athens, GA 30602 USA',\n",
       " '[Ortiz-Revilla, Jairo; Greca, Ileana M.; Meneses-Villagra, Jesus-Angel] Univ Burgos, Burgos, Spain',\n",
       " '[Bautista, Alfredo] Educ Univ Hong Kong, Hong Kong, Peoples R China',\n",
       " '[Davies, Richard] Univ Cent Lancashire, Preston, Lancs, England; [Trowsdale, Jo] Univ Warwick, Coventry, W Midlands, England',\n",
       " '[Sengupta-Irving, Tesha] Univ Calif Berkeley, Learning Sci & Crit Studies Race Gender & Class, Berkeley, CA 94720 USA',\n",
       " '[Akbuga, Enes] Drake Univ, Dept Math & Comp Sci, Des Moines, IA 50311 USA; [Havan, Selim] Univ Illinois, Dept Educ Psychol, Urbana, IL 61801 USA',\n",
       " '[Gorgulu Ari, Asli; Meco, Gulsum] Yildiz Tech Univ, Dept Sci Educ, TR-34220 Istanbul, Turkey',\n",
       " '[Edwards, B.; Griffiths, S.] Manchester Metropolitan Univ, Manchester Ctr Publ Hist & Heritage, Manchester, Lancs, England; [Edwards, B. B.] Abermorddu CP Sch, Cymau Lane, Caergwrle, Wrexham, Wales; [Reynolds, F. F.] Cadw, Unit 5-7 Cefn Coed,Parc Nantgarw, Cardiff, Wales; [Stanford, A.] SUMO Aerial Cam, Vineyard House,Upper Hook Rd, Upton Upon Severn, Worcs, England; [Woods, M.] Manchester Metropolitan Univ, Dept Hist Polit & Philosophy, Manchester, Lancs, England',\n",
       " '[Galino, Jeffrey Rivera] Camarin High Sch, Cadena de Amor St,Area B, Camarin Caloocan City, Philippines; [Galino, Jeffrey Rivera; Tanaka, Hideyuki] Hiroshima Univ, Grad Sch Humanity & Social Sci, 1-1-1 Kagamiyama, Higashihiroshima, Hiroshima 7398524, Japan',\n",
       " '[Gurbuz, Ramazan] Adiyaman Univ, Math Educ, Dept Math & Sci Educ, Fac Educ, Adiyaman, Turkey; [Calik, Muammer] Trabzon Univ, Chem Educ, Dept Elementary Teacher Educ, Fatih Fac Educ, Trabzon, Turkey',\n",
       " '[Krstic, Suzana V. Markovic; Radulovic, Lela R. Milosevic] Univ Nis, Dept Sociol, Fac Philosophy, Cirila & Metodija 2, Nish 18000, Serbia',\n",
       " '[Fraser, Sharon; Barnes, Nicoli; Kilpatrick, Sue] Univ Tasmania, Sch Educ, Launceston, Tas, Australia; [Guenther, John] Batchelor Inst Indigenous Tertiary Educ, Fac Tertiary Educ & Res, Casuarina, NT, Australia; [Nutton, Georgie] Charles Darwin Univ, Coll Indigenous Futures Educ & Arts, Casuarina, NT, Australia',\n",
       " '[Dou, Remy] Florida Int Univ, Dept Teaching & Learning, Miami, FL 33155 USA; [Dou, Remy; Cian, Heidi; Espinosa-Suarez, Valentina] Florida Int Univ, STEM Transformat Inst, Miami, FL 33155 USA',\n",
       " '[Lian, Yi] Chinese Univ Hong Kong, Fac Educ, Hong Kong 999077, Peoples R China; [Tsang, Kwok-Kuen] Beijing Normal Univ, Coll Educ Adm, Fac Educ, Beijing 100875, Peoples R China; [Zhang, Ying] Capital Univ Econ & Business, Coll Urban Econ & Publ Adm, Beijing 100070, Peoples R China',\n",
       " '[Cabell, Autumn L.] DePaul Univ, Dept Counseling & Special Educ, 2247 North Halsted St, Chicago, IL 60614 USA',\n",
       " '[Ewing, Nadia N.] St Marys Coll, Notre Dame, IN 46556 USA',\n",
       " '[Johnson-Glenberg, Mina C.; Bartolomea, Hannah; Kalina, Elena] Arizona State Univ, Dept Psychol, 950 South MacAllister St, Tempe, AZ 85287 USA',\n",
       " '[Turner, Angela; Logan, Marianne; Wilks, Judith] Southern Cross Univ, Lismore, NSW, Australia; [Wilks, Judith] Univ Notre Dame, Fremantle, WA, Australia',\n",
       " '[Nakamura, Asako J.] Ibaraki Univ, Coll Sci, Dept Biol Sci, Mito, Ibaraki, Japan',\n",
       " '[Tandrayen-Ragoobur, Verena] Univ Mauritius, Dept Econ & Stat, Reduit, Mauritius; [Gokulsing, Deepa] Univ Mauritius, Dept Social Studies, Reduit, Mauritius',\n",
       " '[Tze, Virginia M. C.] Univ Manitoba, Dept Educ Adm Fdn & Psychol, Winnipeg, MB, Canada; [Li, Johnson C-H] Univ Manitoba, Dept Psychol, Winnipeg, MB, Canada; [Parker, Patti C.] Univ Alberta, Dept Educ Psychol, Edmonton, AB, Canada',\n",
       " '[Wieselmann, Jeanna R.] Southern Methodist Univ, Teaching & Learning, Dallas, TX 75205 USA; [Dare, Emily A.] Florida Int Univ, Teaching & Learning, Miami, FL 33199 USA; [Roehrig, Gillian H.] Univ Minnesota, Curriculum & Instruct, Minneapolis, MN USA; [Ring-Whalen, Elizabeth A.] St Catherine Univ, Educ, St Paul, MN USA',\n",
       " '[Ustu, Hasan] Turkish Minist Educ, Osmaniye, Turkey; [Saito, Tomoki] Juntendo Univ, Tokyo, Japan; [Mentis Tas, Ayse] Necmettin Erbakan Univ, Konya, Turkey',\n",
       " '[Blom, Nicolaas; Abrie, Amelia L.] Univ Pretoria, Dept Sci Math & Technol Educ, ZA-0181 Pretoria, South Africa',\n",
       " '[Barger, Nicole; Boyle, Eve K.; Diogo, Rui] Howard Univ, Coll Med, Anat Dept, Washington, DC 20059 USA; [Barger, Nicole; Richmond, Marli; Diogo, Rui] George Washington Univ, Ctr Adv Study Human Paleobiol, Washington, DC USA; [Barger, Nicole] George Washington Univ, Anthropol, Washington, DC USA; [Martin, Jose Saul] Univ Aveiro, Biol Dept, Aveiro, Portugal',\n",
       " '[Luo, Tian; So, Winnie Wing Mui; Li, Wai Chin] Educ Univ Hong Kong, Dept Sci & Environm Studies, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Luo, Tian; So, Winnie Wing Mui; Li, Wai Chin] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Wan, Zhi Hong] Educ Univ Hong Kong, Dept Curriculum & Instruct, Tai Po, Hong Kong, Peoples R China',\n",
       " '[Amoako, Samuel] SDD Univ Business & Integrated & Dev Studies, Sch Business, Dept Banking & Finance, Wa, Upper West Regi, Ghana; [Insaidoo, Michael] Univ Profess Studies, Dept Banking & Finance, POB LG 149, Legon, Accra, Ghana',\n",
       " '[Chung, Sheng Kuan] Univ Houston, Art Educ, Dept Curriculum & Instruct, Houston, TX 77004 USA; [Li, Dan] Michigan State Univ, Dept Art Art Hist & Design, E Lansing, MI 48824 USA',\n",
       " '[Sharma, Gautam] Cent Univ Gujarat, Ctr Studies Sci Technol & Innovat Policy, Gandhinagar, Gujarat, India',\n",
       " \"[Hamilton, Miriam; O' Dwyer, Anne; Leavy, Aisling; Hourigan, Mairead; Carroll, Claire; Corry, Edward] Mary Immaculate Coll, Dept STEM Educ, Limerick, Ireland\",\n",
       " '[Braund, Martin] Nelson Mandela Univ, South Campus,Univ Way, ZA-6011 Port Elizabeth, South Africa',\n",
       " '[Douglass, Helen] Univ Tulsa, Dept Educ, Tulsa, OK 74104 USA; [Verma, Geeta] Univ Colorado, Sch Educ & Human Dev, Denver, CO 80202 USA',\n",
       " '[Belbase, Shashidhar; Tairab, Hassan; Jarrah, Adeeb] United Arab Emirates Univ, Coll Educ, Dept Curriculum & Instruct, Al Ain, U Arab Emirates; [Mainali, Bhesh Raj] Rider Univ, Coll Educ, Human Serv Fac, Lawrenceville, NJ 08648 USA; [Kasemsukpipat, Wandee] Kasetsart Univ, Fac Educ, Dept Educ, Bangkok, Thailand; [Gochoo, Munkhjargal] United Arab Emirates Univ, Coll Informat Technol, Dept Comp Sci & Software Engn, Al Ain, U Arab Emirates',\n",
       " '[Gough, Annette] RMIT Univ, Sch Educ, POB 71, Bundoora, Vic 3083, Australia',\n",
       " '[Cobian, Krystle Palma] Univ Calif Los Angeles, Jonathan & Karin Fielding Sch Publ Hlth, Los Angeles, CA 90095 USA; [Ramos, Hector, V] Univ Calif Los Angeles, Sch Educ & Informat Studies, Los Angeles, CA USA',\n",
       " '[Lee, Dae-Jung] Jeonbuk Natl Univ, Dept Phys Educ, Jeollabuk Do, South Korea',\n",
       " '[Sulaeman, Nurul Fitriyah] Mulawarman Univ, Fac Teacher Training & Educ, Dept Phys Educ, Samarinda, Indonesia; [Putra, Pramudya Dwi Aristya] Univ Jember, Fac Teacher Training & Educ, Dept Sci Educ, Jember, Indonesia; [Mineta, Ippei] Univ Tsukuba, Grad Sch Comprehens Human Sci, Tsukuba, Ibaraki, Japan; [Hakamada, Hiroki] Takabe Higashi Elementary Sch, Shizuoka, Japan; [Takahashi, Masahiro; Ide, Yuhsuke] Shizuoka Fuzoku Jr High Sch, Shizuoka, Japan; [Kumano, Yoshisuke] Shizuoka Univ, STEAM Educ Inst, Shizuoka, Japan',\n",
       " '[Alcaraz-Dominguez, Silvia; Barajas, Mario] Univ Barcelona, Fac Educ, Barcelona 08035, Spain',\n",
       " '[Papadakis, Stamatios; Kalogiannakis, Michail] Univ Crete, Fac Educ, Dept Presch Educ, Iraklion 74100, Greece; [Vaiopoulou, Julie] Univ Nicosia, Dept Educ, CY-2417 Nicosia, Cyprus; [Sifaki, Eirini] Hellen Open Univ, Dept Cultural Org Management, Patras 26222, Greece; [Stamovlasis, Dimitrios] Aristotle Univ Thessaloniki, Dept Philosophy & Educ, Thessaloniki 54124, Greece',\n",
       " '[Ma, Ying] Univ British Columbia, Fac Educ, Dept Curriculum Studies, Vancouver, BC V6T 1Z4, Canada',\n",
       " '[Akdere, Mesut; Acheson, Kris; Jiang, Yeling] Purdue Univ, W Lafayette, IN USA',\n",
       " '[Tang, Wendy; Djuric, Petar M.] SUNY Stony Brook, Elect & Comp Engn Dept, Stony Brook, NY 11794 USA; [Tang, Wendy] SUNY Stony Brook, Sci Elect Engn Online Program, Stony Brook, NY 11794 USA',\n",
       " '[Eickholt, Jesse; Seeling, Patrick] Cent Michigan Univ, Dept Comp Sci, Mt Pleasant, MI 48859 USA; [Johnson, Matthew R.] Cent Michigan Univ, Dept Educ Leadership, Mt Pleasant, MI 48859 USA',\n",
       " '[Uret, Aytul; Ceylan, Remziye] Yildiz Tech Univ, Fac Educ, Istanbul, Turkey',\n",
       " '[Ghazzawi, Dina; Hardy, John] Univ Houston, Houston, TX 77004 USA; [Pattison, Donna Lynn] Univ Houston, Nat Sci & Math, Houston, TX USA; [Horn, Catherine] Univ Houston, Educ Leadership & Policy Anal, Houston, TX USA; [Brown, Beverly] Univ Houston Syst, Houston, TX USA',\n",
       " '[Lange, Alissa A.; Nayfeld, Irena] East Tennessee State Univ, Early Childhood Educ Dept, POB 70548, Johnson City, TN 37614 USA; [Mano, Hagit] William Patterson Univ, Wayne, NJ USA; [Jung, Kwanghee] Rutgers State Univ, Natl Inst Early Educ Res, New Brunswick, NJ USA; [Lange, Alissa A.] CUNY Brooklyn Coll, Early Childhood Educ Art Educ, Brooklyn, NY 11210 USA',\n",
       " '[Tenhovirta, Satu; Seitamaa-Hakkarainen, Pirita; Hakkarainen, Kai] Univ Helsinki, Fac Educ Sci, Helsinki, Finland; [Korhonen, Tiina] Univ Helsinki, Fac Educ Sci, Innokas Network, Helsinki, Finland',\n",
       " '[Paluri, Achuta Ratna; Sonwaney, Vandana] Constituent Symbiosis Int, Symbiosis Inst Operat Management, Nasik, Maharashtra, India',\n",
       " '[Canbazoglu Bilici, Sedef] Aksaray Univ, Dept Sci Educ, Aksaray, Turkey; [Kupeli, Mehmet Ali] Republ Turkey Minist Natl Educ, Adana, Turkey; [Guzey, S. Selcen] Purdue Univ, Dept Curriculum & Instruct, W Lafayette, IN 47907 USA; [Guzey, S. Selcen] Purdue Univ, Dept Biol Sci, W Lafayette, IN 47907 USA',\n",
       " '[Lamb, Richard] East Carolina Univ, Coll Educ, Neurocognit Sci Lab, Greenville, NC 27858 USA; [Hoston, Douglas] SUNY Coll Buffalo, Buffalo, NY USA; [Lin, Jing] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing, Peoples R China; [Firestone, Jonah] Washington State Univ Tricities, Richland, WA USA',\n",
       " '[Ucgul, Memet; Altiok, Serhat] Kirikkale Univ, Dept Comp Educ & Instruct Technol, Educ Fac, Yahsihan, Kirikkale, Turkey',\n",
       " '[Ekiz-Kiran, Betul] Tokat Gaziosmanpasa Univ, Math & Sci Educ Dept, Tokat, Turkey; [Aydin-Gunbatar, Sevgi] Van Yuzuncu Yil Univ, Math & Sci Educ Dept, Van, Turkey',\n",
       " '[Mwasiaji, Evans] Kenyatta Univ, Dept Business Adm, POB 43844, Nairobi City 00100, Gpo, Kenya; [Mambo, Shadrack] Kenyatta Univ, Dept Elect & Elect Engn, Nairobi, Kenya; [Mse, Godfrey S.] KU, Dept Educ Management Policy & Curriculum Studies, Nairobi, Kenya; [Okumu, John] Kenyatta Univ, Dept Phys, Nairobi, Kenya',\n",
       " '[Moon, Jewoong] Florida State Univ, Dept Educ Psychol & Learning Syst, Coll Educ, Tallahassee, FL 32304 USA; [Lee, Sungwoong] Univ West Georgia, Coll Educ, Dept Educ Technol & Fdn, Carrollton, GA 30118 USA; [Xu, Xinhao] Univ Missouri, Sch Informat Sci & Learning Technol, Columbia, MO 65211 USA',\n",
       " '[Basaran, Mustafa; Erol, Mustafa] Yildiz Tech Univ, Dept Elementary Educ, Primary Educ, Istanbul, Turkey',\n",
       " '[Miller, Michelle D.; Castillo, Giovanni; Medoff, Norman] No Arizona Univ, Flagstaff, AZ 86011 USA; [Hardy, Alexis] CUNY, New York, NY 10017 USA',\n",
       " '[Pelger, Susanne] Lund Univ, Fac Sci, Lund, Sweden',\n",
       " \"[Hourigan, M.; O'Dwyer, A.; Leavy, A. M.; Corry, E.] Univ Limerick, Mary Immaculate Coll, Fac Educ, Dept STEM Educ, Limerick, Ireland\",\n",
       " '空缺值',\n",
       " '[Gross, Thomas J.] Western Kentucky Univ, Dept Psychol, Bowling Green, KY 42101 USA; [Li, Qingxia; McCarroll, Patricia] Fisk Univ, Dept Math & Comp Sci, Nashville, TN USA',\n",
       " '[Rodriguez, Sarah] Iowa State Univ, Sch Educ, Ames, IA USA; [Pilcher, Amy] Wartburg Coll, Business Adm Accounting & Econ, Waverly, IA USA; [Garcia-Tellez, Norma] Univ Illinois, Housing, Chicago, IL 60680 USA',\n",
       " '[McManimon, Shannon K.] SUNY Coll New Paltz, Dept Educ Studies & Leadership, New Paltz, NY 12561 USA',\n",
       " '[Anuar, Aizuddin Mohamed; Chankseliani, Maia] Univ Oxford, Dept Educ, 15 Norham Gardens, Oxford OX2 6PY, England',\n",
       " '[Velasco, Richard Carlos L.] Univ Iowa, 240 S Madison St, Iowa City, IA 52242 USA; [Hite, Rebecca] Texas Tech Univ, 3002 18th St, Lubbock, TX 79409 USA',\n",
       " '[Bondaryk, Leslie G.; Van Doren, Seth] Concord Consortium, Concord, MA 01742 USA; [Hsi, Sherry] Concord Consortium, Emeryville, CA 94608 USA; [Hsi, Sherry] BSCS Sci Learning, Colorado Springs, CO 80523 USA',\n",
       " '[Brancaccio-Taras, Loretta] CUNY Kingsborough Community Coll, Brooklyn, NY 11235 USA; [Mawn, Mary V.] SUNY Empire State Coll, Saratoga Springs, NY 12866 USA; [Premo, Josh] Utah Valley Univ, Orem, UT USA; [Ramachandran, Roshini] Univ Calif Los Angeles, Los Angeles, CA USA',\n",
       " '[Holly, Michael; Pirker, Johanna; Resch, Sebastian; Brettschuh, Sandra; Guetl, Christian] Graz Univ Technol, Graz, Austria',\n",
       " '[Ozer, Ibrahim Evren] Kadikoy Bilim & Sanat Merkezi, Istanbul, Turkey; [Bilici, Sedef Canbazoglu] Aksaray Univ, Egitim Fak, Matemat & Fen Bilimleri Egitimi Bolumu, Fen Bilgisi Egitimi ABD, Aksaray, Turkey',\n",
       " '[Gok, Tolga] Dokuz Eylul Univ, Torbali Tech Vocat Sch Higher Educ, Izmir, Turkey',\n",
       " '[Rico, Arantza; Agirre-Basurko, Elena; Ruiz-Gonzalez, Aritz; Palacios-Agundez, Igone; Zuazagoitia, Daniel] Univ Basque Country UPV EHU, Dept Math Expt & Social Sci Educ, Vitoria 01006, Spain',\n",
       " '[Lombardi, Doug] Univ Maryland, Dept Human Dev & Quantitat Methodol, College Pk, MD 20742 USA; [Shipley, Thomas F.] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA',\n",
       " '[Arevalo, Maria-Jose] Univ Basque Country, UPV EHU, Fac Arts, Dept Philol & Hist, Vitoria 01006, Spain; [Asun Cantera, Maria; Garcia-Marina, Vanessa] Univ Basque Country, UPV EHU, Fac Engn Vitoria, Dept Mech Engn, Vitoria 01006, Spain; [Alves-Castro, Marian] Univ Basque Country, UPV EHU, Fac Arts, Dept English & German Philol & Translat & Interpr, Vitoria 01006, Spain',\n",
       " '[Razali, Fazilah] Univ Putra Malaysia, Fac Educ Studies, Serdang, Malaysia',\n",
       " '[Fraser, Barry J.; McLure, Felicity I.; Koul, Rekha B.] Curtin Univ, Perth, WA 6845, Australia',\n",
       " '[Micari, Marina] Northwestern Univ, Acad Support & Learning Adv, 1970 Campus Dr, Evanston, IL 60208 USA; [Pazos, Pilar] Old Dominion Univ, Engn Management & Syst Engn, 2101D Engn Syst Bldg, Norfolk, VA 23529 USA',\n",
       " '[Hsiao, Peng-Wei] Macau Univ Sci & Technol, Dept Fine Arts Digital Media, Macau, Peoples R China; [Su, Chung-Ho] Shu Te Univ, Dept Animat & Game Design, Kaohsiung 824, Taiwan',\n",
       " '[Lee, Donghee; Greer, Sydney E.; Dudley, Andrew T.] Univ Nebraska Med Ctr, Dept Genet Cell Biol & Anat, Omaha, NE 68198 USA; [Kuss, Mitchell A.] Univ Nebraska Med Ctr, Dept Internal Med, Omaha, NE 68198 USA; [An, Yang] Shandong Univ, Cheeloo Coll Med, Jinan 250012, Shandong, Peoples R China',\n",
       " '[Andrews, Madison E.; Borrego, Maura; Boklage, Audrey] Univ Texas Austin, Austin, TX 78712 USA',\n",
       " '[Karahan, Engin] Eskisehir Osmangazi Univ, Dept Curriculum & Instruct, Eskisehir, Turkey; [Kara, Ahmet] Eskisehir Osmangazi Univ, Dept Psychol Counseling & Guidance, Eskisehir, Turkey; [Akcay, Ahmet Oguz] Eskisehir Osmangazi Univ, Dept Elementary Educ, Eskisehir, Turkey',\n",
       " '[Cheng, Li; Antonenko, Pavlo Pasha; Ritzhaupt, Albert D.] Univ Florida, Coll Educ, Sch Teaching & Learning, 2423 Norman Hall,POB 117048, Gainesville, FL 32611 USA; [MacFadden, Bruce] Univ Florida, Florida Museum Nat Hist, Gainesville, FL USA',\n",
       " '[Walker, Justice T.] Univ Texas El Paso, Coll Educ, 500 West Univ Ave, El Paso, TX 79968 USA; [Kafai, Yasmin B.] Univ Penn, Grad Sch Educ, Philadelphia, PA 19104 USA',\n",
       " '[Shin, Myunghwan; Nelson, Frederick Peinado] Calif State Univ Fresno, Dept Liberal Studies, 5005 N Maple Ave,MS ED701, Fresno, CA 93740 USA; [Lee, Jane Jiyoung] Michigan State Univ, CREATE STEM Inst, E Lansing, MI 48824 USA',\n",
       " '[Yang, Xiaotong; Rahimi, Seyedahmad; Shute, Valerie; Kuba, Renata; Smith, Ginny] Florida State Univ, 1114 W Call St, Tallahassee, FL 32306 USA; [Alonso-Fernandez, Cristina] Univ Complutense Madrid, Av Seneca 2, Madrid 28040, Spain',\n",
       " '[Lindsay, Sara M.] Univ Maine, Sch Marine Sci, Orono, ME 04469 USA; [Lindsay, Sara M.] Univ Maine, Maine Ctr Res STEM Educ, Orono, ME 04469 USA',\n",
       " '[Ng, Davy Tsz Kit; Chu, Samuel Kai Wah] Univ Hong Kong, Fac Educ, Pok Fu Lam, Hong Kong, Peoples R China',\n",
       " '[Whitcomb, Kyle M.; Singh, Chandralekha] Univ Pittsburgh, Dept Phys & Astron, Pittsburgh, PA 15260 USA',\n",
       " '[Hansen, Kathryn Strong] Chalmers Univ Technol, Gothenburg, Sweden',\n",
       " '[Sandrone, Stefano; Scott, Gregory] Imperial Coll London, Fac Med, Dept Brain Sci, Computat Cognit & Clin Neuroimaging Lab C3NL, London, England; [Anderson, William J.] Harvard Univ, Dept Stem Cell & Regenerat Biol, Cambridge, MA 02138 USA; [Anderson, William J.] Harvard Stem Cell Inst, Cambridge, MA 02138 USA; [Musunuru, Kiran] Univ Penn, Dept Med, Cardiovasc Inst, Perelman Sch Med, Philadelphia, PA 19104 USA; [Musunuru, Kiran] Univ Penn, Dept Genet, Perelman Sch Med, Philadelphia, PA 19104 USA',\n",
       " '[Liu, Yehe; Rollins, Andrew M.; Jenkins, Michael W.] Case Western Reserve Univ, Dept Biomed Engn, Cleveland, OH 44106 USA; [Levenson, Richard M.; Fereidouni, Farzad] Univ Calif Davis, Med Ctr, Dept Pathol & Lab Med, Sacramento, CA 95817 USA; [Jenkins, Michael W.] Case Western Reserve Univ, Dept Pediat, Cleveland, OH 44106 USA',\n",
       " '[Peeters, Walter] Int Space Univ, F-67400 Illkirch Graffenstaden, France',\n",
       " '[Delahunty, Thomas] Univ Birmingham, Dept Educ & Social Justice, Sch Educ, Birmingham, W Midlands, England; [Delahunty, Thomas] Univ Coll Cork, Sch Educ, Cork, Ireland; [Kimbell, Richard] Goldsmiths Univ London, London, England',\n",
       " '[Hachey, Alyse C.; An, Song A.; Golding, Diane E.] Univ Texas El Paso, Dept Teacher Educ, 500 W Univ Way,EDUC 601D, El Paso, TX 79968 USA',\n",
       " '[Jackson, Andrew; Bartholomew, Scott; Mentzer, Nathan] Purdue Univ, Dept Technol Leadership & Innovat, W Lafayette, IN 47907 USA; [Jackson, Andrew] Univ Georgia, Dept Career & Informat Studies, 850 Coll Stn Rd, Athens, GA 30602 USA; [Godwin, Allison] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA; [Bartholomew, Scott] Brigham Young Univ, Sch Technol, Provo, UT 84602 USA',\n",
       " '[So, Winnie Wing Mui] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Hong Kong, Peoples R China; [So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China',\n",
       " '[Rashid, Rafi] Natl Univ Singapore NUS, Integrat Sci & Engn Programme, NUS Grad Sch, Univ Hall,Tan Chin Tuan Wing 04-02, Singapore 119077, Singapore',\n",
       " '[Gouvea, Julia Svoboda] Tufts Univ, Dept Educ, Medford, MA 02155 USA',\n",
       " '[Aguilera, David; Vilchez-Gonzalez, Jose Miguel; Perales-Palacios, Francisco Javier] Univ Granada, Dept Sci Educ, Campus Univ Cartuja S-N, Granada 18071, Spain; [Lupianez, Jose Luis] Univ Granada, Dept Math Educ, Granada 18071, Spain',\n",
       " '[Khamhaengpol, Arunrat; Chuamchaitrakool, Porntip] Sakon Nakhon Rajabhat Univ, Fac Educ, Muang Sakon Nakhon, Thailand; [Sriprom, Malee] Sakon Nakhon Rajabhat Univ, Fac Sci & Technol, Muang Sakon Nakhon, Thailand',\n",
       " '[Boice, Katherine L.; Jackson, Justina R.; Alemdar, Meltem; Rao, Analia E.; Grossman, Sabrina; Usselman, Marion] Georgia Inst Technol, Ctr Educ Integrating Sci Math & Comp, Atlanta, GA 30332 USA',\n",
       " '[Mikhailova, Elena A.; Post, Christopher J.; Xu, Luyao] Clemson Univ, Dept Forestry & Environm Conservat, Clemson, SC 29634 USA; [Schlautman, Mark A.] Clemson Univ, Dept Environm Engn & Earth Sci, Anderson, SC 29625 USA; [Younts, Grayson L.] Clemson Univ, Dept Plant & Environm Sci, Clemson, SC 29634 USA',\n",
       " '[Chondrogiannis, Eleftherios; Symeonaki, Eleni; Loukatos, Dimitrios; Arvanitis, Konstantinos G.] Agr Univ Athens, Dept Nat Resources Management & Agr Engn, Iera Odos 75, Athens 11855, Greece; [Symeonaki, Eleni; Papachristos, Dimitris] Univ West Attica, Dept Ind Design & Prod Engn, Thivon 250 & P Ralli, Egaleo 12244, Greece',\n",
       " '[Adams, Elizabeth L.] North Carolina State Univ, NC State Univ, 317 Poe Hall,Box 7801, Raleigh, NC 27695 USA; [Adams, Elizabeth L.] Southern Methodist Univ, POB 750114, Dallas, TX 75275 USA',\n",
       " '[White, Brittany A.; Miles, Joseph R.; Frantell, Keri A.] Univ Tennessee, Dept Psychol, 410C Austin Peay,1404 Circle Dr, Knoxville, TN 37996 USA',\n",
       " '[Loyalka, Prashant; Shi, Zhaolei] Stanford Univ, Grad Sch Educ, Stanford, CA 94305 USA; [Loyalka, Prashant; Wang, Huan; Khanna, Saurabh; Bhuradia, Ashutosh] Stanford Univ, Freeman Spogli Inst Int Studies, Stanford, CA 94305 USA; [Liu, Ou Lydia; Gu, Lin; Ling, Guangming] Educ Testing Serv, Princeton, NJ 08541 USA; [Li, Guirong; Li, Yanyan] Henan Univ, Sch Educ, Int Ctr Act Res Educ, Kaifeng, Henan, Peoples R China; [Kardanova, Elena; Chirikov, Igor; Federiakin, Denis] Natl Res Univ, Inst Educ, Higher Sch Econ, Moscow, Russia; [Chirikov, Igor] Univ Calif Berkeley, Goldman Sch Publ Policy, Ctr Studies Higher Educ, Berkeley, CA 94720 USA; [Hu, Shangfeng] Sichuan Normal Univ, Fac Educ, Chengdu, Sichuan, Peoples R China; [Yu, Ningning] Jinan Univ, Inst Higher Educ Res, Jinan, Peoples R China; [Ma, Liping] Peking Univ, Grad Sch Educ, Beijing, Peoples R China; [Guo, Fei] Tsinghua Univ, Inst Educ, Beijing, Peoples R China; [Beteille, Tara; Tognatta, Namrata] World Bank, Washington, DC USA',\n",
       " '[Jones, Lewis C. R.; Tyrer, John R.] Loughborough Univ, Wolfson Sch Mech Elect & Mfg Engn, Loughborough LE11 3TU, Leics, England; [McDermott, Hilary J.] Loughborough Univ, Sch Sport Exercise & Hlth Sci, Loughborough, Leics, England; [Zanker, Nigel P.] Loughborough Univ, Loughborough Design Sch, Loughborough, Leics, England',\n",
       " '[Schallert, Stefanie; Lavicza, Zsolt] Johannes Kepler Univ Linz, Dept STEM Educ, Altenberger Str 54, A-4040 Linz, Austria; [Vandervieren, Ellen] Univ Antwerp, Sch Educ, Venusstr 35, B-2000 Antwerp, Belgium',\n",
       " '[Apkarian, Naneh] Arizona State Univ, Sch Math & Stat Sci, Tempe, AZ USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, Kalamazoo, MI 49008 USA; [Stains, Marilyne] Univ Virginia, Dept Chem, Charlottesville, VA USA; [Raker, Jeffrey] Univ S Florida, Dept Chem, Tampa, FL 33620 USA; [Johnson, Estrella] Virginia Polytech Inst & State Univ, Dept Math, Blacksburg, VA 24061 USA; [Dancy, Melissa] Univ Colorado, Ctr STEM Learning, Boulder, CO 80309 USA',\n",
       " '[Hwang, Youngsik] Konyang Univ, Nonsan, South Korea',\n",
       " '[Garbin, Fernanda Gobbi de Boer] Fed Univ Pampa UNIPAMPA, Dept Prod Engn, Alegrete, Brazil; [ten Caten, Carla Schwengber] Univ Fed Rio Grande do Sul, Postgrad Program Prod Engn PPGEP, Porto Alegre, RS, Brazil; [Pacheco, Diego Augusto de Jesus] Aarhus Univ, Sch Business & Social Sci Aarhus BSS, Dept Business Dev & Technol BTECH, Herning, Denmark',\n",
       " '[Lachney, Michael; Drazin, Matt; Rich, Kathryn M.] Michigan State Univ, Coll Educ, Educ Psychol & Educ Technol, 620 Farm Ln, E Lansing, MI 48824 USA; [Eglash, Ron] Univ Michigan, Sch Informat, Ann Arbor, MI 48109 USA; [Bennett, Audrey] Univ Michigan, Penny W Stamps Sch Art & Design, Ann Arbor, MI 48109 USA; [Babbitt, William] Rensselaer Polytech Inst, Sci & Technol Studies, Troy, NY USA; [Foy, Lakisha] Hudson Valley Community Coll, Troy, NY USA',\n",
       " '[Price, Edward] Calif State Univ San Marcos, Dept Phys, 333 South Twin Oaks Valley Rd, San Marcos, CA 92096 USA; [Lau, Alexandra C.] Western Michigan Univ, Ctr Res Instruct Change Postsecondary Educ, Kalamazoo, MI 49008 USA; [Goldberg, Fred] San Diego State Univ, Ctr Res Math & Sci Educ, 6475 Alvarado Rd,Suite 206, San Diego, CA 92120 USA; [Turpen, Chandra] Univ Maryland, Dept Phys, 1312 Toll Phys Bldg, College Pk, MD 20742 USA; [Smith, P. Sean] Horizon Res Inc, 326 Cloister Court, Chapel Hill, NC 27514 USA; [Dancy, Melissa] Univ Colorado, Dept Phys, 390 UCB, Boulder, CO 80309 USA; [Robinson, Steve] Tennessee Technol Univ, Dept Phys, Box 5051, Cookeville, TN 38505 USA',\n",
       " '[Ishak, Shahrul Affendi; Din, Rosseni] Univ Kebangsaan Malaysia, Fac Educ, Sci Technol Engn & Math Enculturat Res Ctr, Bangi 43600, Malaysia; [Hasran, Umi Azmah] Univ Kebangsaan Malaysia, Fuel Cell Inst, Bangi, Malaysia',\n",
       " '[Rabin, Jeffrey M.; Eggers, John; Stevens, Laura] Univ Calif San Diego, Dept Math, La Jolla, CA 92093 USA; [Burgasser, Adam] Univ Calif San Diego, Dept Phys, La Jolla, CA 92093 USA; [Bussey, Thomas J.; Weizman, Haim] Univ Calif San Diego, Dept Chem & Biochem, La Jolla, CA 92093 USA; [Lo, Stanley M.] Univ Calif San Diego, Sect Cell & Dev Biol, La Jolla, CA 92093 USA; [Seethaler, Sherry] Univ Calif San Diego, Div Phys Sci, La Jolla, CA 92093 USA',\n",
       " '[Kwon, Hyunkyung; Capraro, Robert M.; Capraro, Mary Margaret] Texas A&M Univ, Dept Teaching Learning & Culture, 4232 TAMU, College Stn, TX 77843 USA',\n",
       " '[Basu, Alo C.; Mruczek, Ryan E. B.] Coll Holy Cross, Dept Psychol, 1 Coll St, Worcester, MA 01610 USA; [Hill, Alexis S.; Mondoux, Michelle A.] Coll Holy Cross, Dept Biol, 1 Coll St, Worcester, MA 01610 USA; [Isaacs, Andre K.] Coll Holy Cross, Dept Chem, 1 Coll St, Worcester, MA 01610 USA; [Narita, Tomohiko] Coll Holy Cross, Dept Phys, 1 Coll St, Worcester, MA 01610 USA',\n",
       " '[Shu, Yu] Natl Taichung Univ Sci & Technol, Ctr Gen Educ, Taichung, Taiwan; [Huang, Tien-Chi] Natl Taichung Univ Sci & Technol, Dept Informat Management, 129,Sec 3,Sanmin Rd, Taichung 40401, Taiwan',\n",
       " '[Mayoral, Jaime; Nunez-Castilla, Janelle] Florida Int Univ, Dept Biol Sci, Miami, FL 33199 USA; [Labonte, Jason W.] Johns Hopkins Univ, Dept Biochem & Biomol Engn, Baltimore, MD 21218 USA; [Labonte, Jason W.] Gettysburg Coll, Dept Chem, Gettysburg, PA 17325 USA; [Briggs, Laura A.; Rumjahn, Sharif M.] Truckee Meadows Community Coll, Dept Biol, Reno, NV 89512 USA; [Gray, Jeffrey J.] Franklin & Marshall Coll, Dept Chem, Lancaster, PA 17603 USA; [Makarevitch, Irina] Hamline Univ, Dept Biol, St Paul, MN 55104 USA; [Vater, Ashley; Siegel, Justin B.] Univ Calif Davis, Genome Ctr, Davis, CA 95616 USA; [Siegel, Justin B.] Univ Calif Davis, Dept Biochem & Mol Med, Davis, CA 95616 USA; [Siegel, Justin B.] Univ Calif Davis, Dept Chem, Davis, CA 95616 USA',\n",
       " '[Almukhambetova, Ainur; Kuzhabekova, Aliya] Nazarbayev Univ, Grad Sch Educ, Nur Sultan, Kazakhstan',\n",
       " '[Ottemo, Andreas] Univ Gothenburg, Dept Educ & Special Educ, POB 300, Gothenburg, Sweden; [Gonsalves, Allison J.] McGill Univ, Dept Integrated Studies Educ, Montreal, PQ, Canada; [Danielsson, Anna T.] Uppsala Univ, Dept Educ, Uppsala, Sweden',\n",
       " '[Race, Alexandra I.] Univ Calif Santa Cruz, Educ, Santa Cruz, CA USA; [De Jesus, Maria] Florida State Univ, Biol Sci, Tallahassee, FL USA; [Beltran, Roxanne S.; Zavaleta, Erika S.] Univ Calif Santa Cruz, Ecol & Evolutionary Biol, Santa Cruz, CA USA',\n",
       " '[Gya, Ragnhild; Bjune, Anne Elisabeth] Univ Bergen, Dept Biol Sci, Bjerknes Ctr Climate Res, Bergen, Norway',\n",
       " '[Lissitsa, Sabina] Ariel Univ, Sch Commun, Ariel, Israel; [Chachashvili-Bolotin, Svetlana] Ruppin Acad Ctr, MA Program Immigrat & Social Integrat, Emek, Israel',\n",
       " '[Melak, Addissie; Singh, Seema] Delhi Technol Univ, Dept Humanities, Delhi 110042, India; [Melak, Addissie] Debre Tabor Univ, Dept Econ, Debre Tabor 6300, Ethiopia',\n",
       " '[Sommers, Amie S.] Univ Nebraska Lincoln, Lincoln, NE 68588 USA; [Richter-Egger, Dana] Univ Nebraska Omaha, Math & Sci Learning Ctr MSLC, Omaha, NE USA; [Richter-Egger, Dana] Univ Nebraska Omaha, Chem, Omaha, NE USA; [Cutucache, Christine E.] Univ Nebraska Omaha, Sci, Omaha, NE USA; [Cutucache, Christine E.] Univ Nebraska Omaha, Biol, Omaha, NE USA; [Cutucache, Christine E.] Univ Nebraska Omaha, STEM Teaching Res & Inquiry Based Learning Ctr, Omaha, NE USA',\n",
       " '[Garces, Josep Marin; Veiga Almagro, Carlos; Di Castro, Mario; Buonocore, Luca Rosario; Masi, Alessandro] CERN, BE CEM Controls Elect & Mechatron Grp, CH-1217 Geneva, Switzerland; [Veiga Almagro, Carlos; Lunghi, Giacomo; Marin Prades, Raul] Jaume I Univ Castellon, Interact Robot Syst Lab, Castellon De La Plana 12006, Spain',\n",
       " '[Yusof, Yusriza Mohamd; Ayob, Afida; Saad, Mohamad Hanif Md] Univ Kebangsaan Malaysia, Fak Kejuruteraan & Alan Bina, Jabatan Kejuruteraan Elekt Elekt & Sistem, Bangi, Malaysia',\n",
       " '[Rahman, S. M. Mizanoor] Univ West Florida, Dept Intelligent Syst & Robot, Pensacola, FL 32514 USA',\n",
       " '[Araya, Roberto] Univ Chile, Inst Educ, Ctr Invest Avanzada Educ, Santiago 8320000, Chile; [Collanqui, Pedro] Minist Educ Peru, Lima 15021, Peru; [Collanqui, Pedro] Univ Nacl Mayor San Marcos, Fac Educ, Lima 15081, Peru',\n",
       " '[Yllana-Prieto, Felix; Jeong, Jin Su; Gonzalez-Gomez, David] Univ Extremadura, Dept Didact Ciencias Expt & Matemat, Caceres 10003, Spain',\n",
       " '[Ruiz-Sarmiento, Jose-Raul; Baltanas, Samuel-Felipe; Gonzalez-Jimenez, Javier] Univ Malaga, Biomed Res Inst Malaga IBIMA, Dept Syst Engn & Automat, Machine Percept & Intelligent Robot Grp MAPIR, Malaga 29071, Spain',\n",
       " '[Estevez-Mauriz, Laura; Baelo, Roberto] Univ Leon, Res Grp Edutools, Fac Educ, Leon 24071, Spain; [Baelo, Roberto] Univ Leon, Dept Gen & Specif Didact & Educ Theory, Fac Educ, Leon 24071, Spain',\n",
       " '[Santangelo, Jessica] Hofstra Univ, 1000 Hempstead Turnpike, Hempstead, NY 11549 USA; [Hobbie, Lawrence; Villa-Cuesta, Eugenia] Adelphi Univ, 1 South Ave, Garden City, NY 11530 USA; [Lee, Jacqueline] Nassau Community Coll, 1 Educ Dr, Garden City, NY 11530 USA; [Pullin, Michael] Queensborough Community Coll, 222-05 56th Ave, Queens, NY 11364 USA; [Hyslop, Alison] St Johns Univ, 8000 Utopia Pkwy, Queens, NY 11439 USA',\n",
       " '[Monkovic, Julia Marie; Jones, Serena Monique; Katyal, Priya; Punia, Kamia; Montclare, Jin Kim] NYU, Tandon Sch Engn, Dept Chem & Biomol Engn, 6 MetroTech Ctr, Brooklyn, NY 11201 USA; [Nicolas, Madeleine] NYU, Tandon Sch Engn, Dept Comp Sci & Engn, 6 MetroTech Ctr, Brooklyn, NY 11201 USA; [Noland, Damon] Urban Assembly Inst Math & Sci Young Women, 283 Adams St, Brooklyn, NY 11201 USA; [Montclare, Jin Kim] NYU, Dept Chem, Coll Arts & Sci, 100 Washington Sq East, New York, NY 10003 USA; [Montclare, Jin Kim] NYU, Coll Dent, Dept Biomat, 443 First Ave, New York, NY 10016 USA; [Montclare, Jin Kim] NYU, Sch Med, Dept Radiol, New York, NY 10016 USA',\n",
       " '[Young, Sheila A.; Newton, Amanda R.] Florida Inst Technol, STEM Educ, Melbourne, FL 32901 USA; [Fowler, Samantha R.; Park, Joo] Florida Inst Technol, Dept Math Sci, Melbourne, FL 32901 USA',\n",
       " '[Wan, Zhi Hong] Educ Univ Hong Kong, Dept Curriculum & Instruct, Hong Kong, Peoples R China; [So, Wing Mui Winnie] Educ Univ Hong Kong, Dept Sci & Environm Studies, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Hu, Weiping] Shaanxi Normal Univ, Ctr Teacher Profess Abil Dev, Xian, Peoples R China',\n",
       " '[Means, Barbara; Young, Viki; Iwatani, Emi] Digital Promise, Learning Sci Res, 2955 Campus Dr, San Mateo, CA 94403 USA; [Wang, Haiwen; Wei, Xin] SRI Educ, 333 Ravenswood Ave, Menlo Pk, CA 94025 USA',\n",
       " '[Pugh-Bernard, Aimee] Univ Colorado, Dept Immunol & Microbiol, Anschutz Med Campus, Aurora, CO USA; [Kenyon, Kristy L.] Hobart & William Smith Coll, Dept Biol, Geneva, NY 14456 USA',\n",
       " '[Koury, Stephen T.; Dey-Rao, Rama] SUNY Buffalo, Dept Biotech & Clin Lab Sci, Buffalo, NY 14260 USA; [Carlin-Menter, Shannon] SUNY Buffalo, Dept Family Med, Buffalo, NY USA; [Kelly, Kimberle] Oak Ridge Associated Univ, Oak Ridge, TN USA',\n",
       " '[Godec, Spela; Archer, Louise] UCL Inst Educ, Dept Educ Practice & Soc, London, England; [Dawson, Emily] UCL, Dept Sci & Technol Studies, London, England',\n",
       " '[Chen, Xieling] Educ Univ Hong Kong, Dept Math & Informat Technol, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Zou, Di] Educ Univ Hong Kong, Dept English Language Educ, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Xie, Haoran] Lingnan Univ, Dept Comp & Decis Sci, 8 Castle Peak Rd, Hong Kong, Peoples R China; [Wang, Fu Lee] Open Univ Hong Kong, Sch Sci & Technol, Ho Man Tin, Kowloon, 30 Good Shepherd St, Hong Kong, Peoples R China',\n",
       " '[Cherrstrom, Catherine A.; Lopez, Omar S.; Ashford-Hanserd, Shetay] Texas State Univ, San Marcos, TX 78666 USA',\n",
       " '[Morales, Danielle Xiaodan] Univ Texas El Paso, Dept Sociol & Anthropol, 500 W Univ Ave, El Paso, TX 79968 USA; [Grineski, Sara Elizabeth] Univ Utah, Dept Sociol, Salt Lake City, UT USA; [Collins, Timothy William] Univ Utah, Dept Geog, Salt Lake City, UT USA',\n",
       " '[Hackman, Salomey Tardy] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China; [Zhang, Danhui; He, Jingwen] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing, Peoples R China',\n",
       " '[Dolgopolovas, Vladimiras; Dagiene, Valentina] Vilnius Univ, Inst Educ Sci, Univ St 9, LT-01513 Vilnius, Lithuania',\n",
       " '[A. Czocher, Jennifer; Melhuish, Kathleen; Kandasamy, Sindura Subanemy; Roan, Elizabeth] Texas State Univ, Math, San Marcos, TX 78666 USA',\n",
       " '[Mylonas, Georgios] ATHENA Res & Innovat Ctr, Ind Syst Inst, Patras, Greece; [Mylonas, Georgios] Comp Technol Inst & Press Diophantus, Patras, Greece; [Paganelli, Federica] Univ Pisa, Dept Comp Sci, Pisa, Italy; [Paganelli, Federica; Cuffaro, Giovanni] CNIT, Florence, Italy; [Nesi, Ilaria] Gramsci Keynes High Sch, Prato, Italy; [Karantzis, Dionysis] 6th Primary Sch Kaisariani, Athens, Greece',\n",
       " '[Li, Hui; Forbes, Anne] Macquarie Univ, N Ryde, NSW, Australia; [Yang, Weipeng] Singapore Univ Social Sci, Singapore, Singapore',\n",
       " '[Hrynevych, Liliia M.] Borys Grinchenko Kyiv Univ, Acad & Int Affairs, Kiev, Ukraine; [Morze, Nataliia, V; Boiko, Mariia A.] Borys Grinchenko Kyiv Univ, Kiev, Ukraine; [Vember, Viktoriia P.] Borys Grinchenko Kyiv Univ, Fac Informat Technol & Management, Dept Comp Sci & Math, Kiev, Ukraine',\n",
       " '[Kumar, Vasu; Ghoshal, Gourav] Texas A&M Univ, Dept Ind & Syst Engn, College Stn, TX 77843 USA; [Johnson, Michael D.; Nepal, Bimal] Texas A&M Univ, Dept Engn Technol & Ind Distribut, College Stn, TX USA',\n",
       " '[Levin, Laura; Verner, Igor] Technion Israel Inst Technol, Fac Educ Sci & Technol, IL-3200003 Haifa, Israel',\n",
       " '[Kucuk, Zerrin Doganca] Maynooth Univ, Sch Educ, Educ Dept, North Campus, Maynooth, Kildare, Ireland; [Yabas, Defne; Corlu, Mehmet Sencer] Bahcesehir Univ, Ciragan Cad Osmanpasa Mektebi Sk 4-6, Istanbul, Turkey; [Boyaci, Hayriye Sinem] Darussafaka Sch, Darussafaka Mh Darussafaka Cd 5-9, Maslak Sariyer Istanbul, Turkey',\n",
       " '[Kwan, Reggie] Open Univ Hong Kong, Comp Sci, Ho Man Tin, Hong Kong, Peoples R China; [Wong, Billy Tak-Ming] Open Univ Hong Kong, Ho Man Tin, Hong Kong, Peoples R China',\n",
       " '[Albert, Lynal] Tarleton State Univ, Dept Engn & Comp Sci, Stephenville, TX 76402 USA',\n",
       " '[Yean, Aai Sheau; Syrene, Suzieleez; Rahim, Abdul] Univ Malaya, Kuala Lumpur, Malaysia',\n",
       " '[Pajk, Tine] Primary Sch Muta, Solska Ulica 6, Muta 2366, Slovenia; [Van Isacker, Karel] EcologyKM Ltd, 48 Angel Voyvoda Str,Floor 1, Rodopi Municipality 4224, Plovdiv Region, Bulgaria; [Abersek, Boris; Flogie, Andrej] Univ Maribor, Fac Nat Sci & Matemat, Koroska Cesta 160, Maribor 2000, Slovenia; [Flogie, Andrej] Inst Anton Martin Slomsek, Vrbanska 30, Maribor 2000, Slovenia',\n",
       " '[Ahmad, Jamilah; Siew, Nyet Moi] Univ Malaysia Sabah, Fac Psychol & Educ, Kota Kinabalu 88400, Sabah, Malaysia',\n",
       " '[Rodriguez, Sarah L.] Texas A&M Univ Commerce, Higher Educ & Learning Technol, Commerce, TX 75428 USA; [Espino, Maria L.] Iowa State Univ, Sch Educ, Higher Educ Program, Ames, IA USA; [Le, Brian D.] Iowa State Univ, Sch Educ, Sci Bound, Ames, IA USA; [Cunningham, Kelly J.] Univ Virginia, Sch Engn & Appl Sci, Engn Grad Writing Lab, Charlottesville, VA 22903 USA',\n",
       " '[Damekova, S. K.; Shuyushbayeva, N. N.; Ahayeva, G. S.; Kaliyeva, A. K.] Sh Ualikhanov Kokshetau Univ, Kokshetau, Kazakhstan; [Tanasheva, N. K.] EA Buketov Karaganda Univ, Karaganda, Kazakhstan',\n",
       " '[Sagyndykova, Zhailagul] Narxoz Univ, Linguist Ctr, Alma Ata, Kazakhstan; [Sagyndykova, Zhailagul] Narxoz Univ, Int Dev & Partnership Dept, Alma Ata, Kazakhstan; [Gazdiyeva, Bella] Sh Ualikhanov Kokshetau State Univ, Dept Russian Philol & Lib Sci, Kokshetau, Kazakhstan; [Gabdullina, Zarina] Sh Ualikhanov Kokshetau State Univ, Dept English & Teaching Methods, Kokshetau, Kazakhstan; [Akhmetzhanova, Aida] JSC Informat & Analyt Ctr, Dept Analyt Monitoring & Evaluat, Nur Sultan, Kazakhstan; [Mektepbayeva, Damel] Nazarbayev Univ, Dept Dev Innovat Ecosyst, Nur Sultan, Kazakhstan; [Althonayan, Abraham] Brunel Univ London, Operat & Strateg Management, Brunel Business Sch, London, England; [Althonayan, Abraham] Brunel Univ London, Brunel Business Sch, MBA, London, England',\n",
       " '[Ajit, Gloria; Lucas, Terry; Kanyan, Ringah] UNIV MALAYSIA SARAWAK, Fac Appl & Creat Arts, Sarawak, Malaysia',\n",
       " '[Hurley, Amanda; Chevrette, Marc G.; Acharya, Deepa D.; Lozano, Gabriel L.; Garavito, Manuel; Heinritz, Jen; Balderrama, Luis; Beebe, Mara; DenHartog, Martel L.; Corinaldi, Kamiyah; Engels, Renee; Gutierrez, Alyssa; Jona, Orli; Putnam, Josephine H., I; Rhodes, Brody; Pultorak, Joshua; Miller, Sarah; Handelsman, Jo] Univ Wisconsin, Wisconsin Inst Discovery, Madison, WI 53706 USA; [Hurley, Amanda; Chevrette, Marc G.; Acharya, Deepa D.; Lozano, Gabriel L.; Garavito, Manuel; Heinritz, Jen; Balderrama, Luis; Beebe, Mara; DenHartog, Martel L.; Engels, Renee; Jona, Orli; Putnam, Josephine H., I; Pultorak, Joshua; Handelsman, Jo] Univ Wisconsin, Dept Plant Pathol, Madison, WI 53706 USA; [Lozano, Gabriel L.] Boston Childrens Hosp, Div Infect Dis, Boston, MA USA; [Lozano, Gabriel L.] Boston Childrens Hosp, Dept Pediat, Div Gastroenterol, Boston, MA USA; [Lozano, Gabriel L.] Harvard Med Sch, Boston, MA 02115 USA; [Balderrama, Luis] Hamline Univ, Minneapolis, MN USA; [Corinaldi, Kamiyah] Colorado State Univ, Ft Collins, CO 80523 USA; [Gutierrez, Alyssa] Univ Alabama, Tuscaloosa, AL USA; [Rhodes, Brody] Univ West Alabama, Livingston, AL USA; [Tsang, Tiffany] Yale Univ, Dept Mol Cellular & Dev Biol, New Haven, CT USA; [Hernandez, Simon] Univ Rochester, Med Ctr, Rochester, NY 14642 USA; [Bascom-Slack, Carol] Tufts Univ, Dept Med Educ, Boston, MA 02111 USA; [Blum, Jessamina E.] Univ Minnesota, Sch Med, Minneapolis, MN 55455 USA; [Price, Paul A.] Eastern Michigan Univ, Dept Biol, Ypsilanti, MI 48197 USA; [Davis, Debra] Wingate Univ, Dept Biol, Wingate, NC USA; [Klein, Joanna] Univ Northwestern St Paul, Dept Biol & Biochem, St Paul, MN USA; [Sullivan, Nora L.] Citrus Coll, Dept Biol, Glendora, CA USA; [Mouncey, Nigel J.] Joint Genome Inst, Berkeley, CA USA; [Dorrestein, Pieter C.] Univ Calif San Diego, Skaggs Sch Pharm & Pharmaceut Sci, Collaborat Mass Spectrometry Innovat Ctr, La Jolla, CA 92093 USA; [Broderick, Nichole A.] Univ Connecticut, Dept Mol & Cell Biol, Mansfield, CT 06269 USA; [Broderick, Nichole A.] Johns Hopkins Univ, Dept Biol, Baltimore, MD 21218 USA',\n",
       " '[Marcone Flores, Giancarlo] Univ Ingn & Tecnol UTEC, Direcc Humanidad Artes & Ciencias Sociales, Ctr Impacto & Responsabilidad Social CIRSO, Jr Medrano Silva 165, Lima, Peru',\n",
       " '[Hubbard, Katharine] Univ Hull, Dept Biol & Marine Sci, Kingston Upon Hull HU6 7RX, N Humberside, England',\n",
       " '[Tanase, S., I] Stefan Cel Mare Natl Coll, Dept Phys, Suceava 720007, Romania; [Tanase, S., I] Stefan Cel Mare Univ, MANSiD Res Ctr, Suceava 720229, Romania; [Tanase, S., I; Tanase, D.] Spiru Haret Comp Sci Natl Coll, Dept Phys, Suceava 720238, Romania; [Buga, E. M.] Saxion Univ Appl Sci, Creat Media & Game Technol, MH Tromplaan 28, NL-7513 AB Enschede, Netherlands; [Poienariu, L.] Stefan Cel Mare Univ, Fac Elect Engn & Comp Sci, Suceava 720229, Romania',\n",
       " '[Bogdan Toma, Radu] Univ Burgos, Dept Didact Especif, Burgos, Spain; [Garcia-Carmona, Antonio] Univ Seville, Dept Didact Ciencias Expt & Sociales, Seville, Spain',\n",
       " '[Fort, Margherita; Monfardini, Chiara] Univ Bologna, Dept Econ, Bologna, Italy; [Fort, Margherita; Monfardini, Chiara] IZA, Bonn, Germany; [Monfardini, Chiara] CHILD CCA, Turin, Italy; [Chise, Diana] European Cent Bank, Directorate Gen Informat Syst, Frankfurt, Germany; [Fort, Margherita] FBK IRVAPP, Trento, Italy; [Fort, Margherita] CESifo, Munich, Germany',\n",
       " '[Buturlina, Oksana] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Dept Informat & Educ Projects Management, Dnipro, Ukraine; [Buturlina, Oksana] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dnipro, Ukraine; [Dovhal, Serhii] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dept Informat & Educ Projects Management, Dnipro, Ukraine; [Hryhorov, Heorhii] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dept Nat & Math Educ, Dnipro, Ukraine; [Lysokolenko, Tetiana] Dnipro Acad Continuing Educ, Dnipropetrovsk Reg Council, Communal Inst Higher Educ, Dept Philosophy, Dnipro, Ukraine; [Palahuta, Vadym] Natl Met Acad Ukraine, Philosoph Sci, Dnipro, Ukraine; [Palahuta, Vadym] Natl Met Acad Ukraine, Dept Engn Pedag, Dnipro, Ukraine',\n",
       " '[Silva-Diaz, Francisco; Carrillo-Rosua, Javier; Antonio Fernandez-Plaza, Jose] Univ Granada, Granada, Spain; [Carrillo-Rosua, Javier] Inst Andaluz Ciencias Tierra CSIC UGR, Granada, Spain',\n",
       " '[Knight, Gillian L.] Aston Univ, Ctr Innovat Learning & Educ CILE, Sch Engn & Appl Sci, Birmingham, W Midlands, England',\n",
       " '[Arabit Garcia, Javier; Prendes Espinosa, Maria Paz; Serrano Sanchez, Jose Luis] Univ Murcia, Murcia, Spain',\n",
       " '[Ferrada Ferrada, Cristian Andres; Carrillo Rosua, Francisco Javier] Univ Granada, Granada, Spain; [Antonio Diaz-Levicoy, Danilo] Univ Catolica Maule, Talca, Maule, Chile',\n",
       " '[Hamilton, Miriam] Univ Limerick, Mary Immaculate Coll, Limerick, Ireland',\n",
       " '[Tsai, Liang-Ting] Tzu Chi Univ, Inst Educ, 701 Zhongyang Rd,Sec 3, Hualien 97004, Taiwan; [Tsai, Liang-Ting] Tzu Chi Univ, Ctr Teacher Educ, 701 Zhongyang Rd,Sec 3, Hualien 97004, Taiwan; [Chang, Cheng-Chieh] Natl Taiwan Ocean Univ, Taiwan Marine Educ Ctr, Inst Educ, Keelung, Taiwan; [Chang, Cheng-Chieh] Natl Taiwan Ocean Univ, Ctr Teacher Educ, Keelung, Taiwan; [Cheng, Hao-Ti] Natl Taiwan Ocean Univ, Inst Educ, 2 Beining Rd, Keelung 202, Taiwan',\n",
       " '[Yucelyigit, Secil] TED Univ, Educ Fac, Dept Elementary Educ, Early Childhood Educ Ankara, Ankara, Turkey; [Toker, Zerrin] TED Univ, Educ Fac, Dept Math & Sci Educ, Ankara, Turkey',\n",
       " '[Ling, Loh Su] Sekolah Menengah Kebangsaan Perempuan Sandakan, Sandakan 90000, Sabah, Malaysia; [Pang, Vincent; Lajium, Denis] Univ Malaysia Sabah, Jalan UMS, Kota Kinabalu 88400, Sabah, Malaysia',\n",
       " '[McIntyre, Miranda M.] Calif State Univ San Bernardino, 5500 Univ Pkwy, San Bernardino, CA 92407 USA; [Gundlach, Jessica L.] Ball State Univ, Muncie, IN 47306 USA; [Graziano, William G.] Purdue Univ, W Lafayette, IN 47907 USA',\n",
       " '[Gonzalez-Pena, Omar Israel; Rodriguez-Masegosa, Rodolfo; Rodriguez-Lara, Blas Manuel] Tecnol Monterrey, Escuela Ingn & Ciencias, Ave Eugenio Garza Sada 2501, Monterrey 64849, NL, Mexico; [Moran-Soto, Gustavo] Inst Tecnol Durango, Dept Basic Sci, Blvd Felipe Pescador 1830, Durango 34080, Dgo, Mexico',\n",
       " '[Gonzalez-Pena, Omar Israel] Tecnol Monterrey, Sch Engn & Sci, Av Eugenio Garza Sada Sur 2501, Monterrey 64849, Mexico; [Pena-Ortiz, Maria Olivia] Univ Guadalajara, Univ Ctr Exact Sci & Engn, Dept Chem, Blvd M Garcia Barragan 1451, Guadalajara 44430, Mexico; [Moran-Soto, Gustavo] Inst Tecnol Durango, Dept Basic Sci, Blvd Felipe Pescador 1830, Durango 34080, Mexico',\n",
       " '[Nasri, Nurfarahin; Rahimi, Nik Mohd; Nasri, Nurfaradilla Mohamad; Abd Talib, Mohamad Asyraf] Univ Kebangsaan Malaysia, Fac Educ, Bangi 43600, Selangor, Malaysia',\n",
       " '[Tselegkaridis, Sokratis; Sapounidis, Theodosios] Int Hellen Univ IHU, Dept Informat & Elect Engn, Thessaloniki 57400, Greece',\n",
       " '[Hali, Ali Usman; Aslam, Sarfraz; Zhang, BaoHui] Shaanxi Normal Univ, Sch Educ, 199 South Changan Rd, Xian 710062, Peoples R China; [Saleem, Atif] Zhejiang Normal Univ, Coll Educ & Human Dev, Coll Teacher Educ, Jinhua 321004, Zhejiang, Peoples R China',\n",
       " '[Felder, Richard M.] North Carolina State Univ, Chem Engn, Raleigh, NC 27695 USA',\n",
       " '[Greca, Ileana M.; Ortiz-Revilla, Jairo] Univ Burgos, Fac Educ, Dept Didact Especif, Burgos, Spain; [Arriassecq, Irene] Univ Nacl Ctr Prov Buenos Aires, Fac Ciencias Exactas, ECienTec, Buenos Aires, DF, Argentina',\n",
       " '[Amo, Daniel] Ramon Llull Univ, Dept Engn, Grp Res GRETEL, Barcelona 08022, Spain; [Fox, Paul] Ramon Llull Univ, Dept Management, Grp Res GRETEL, Barcelona 08022, Spain; [Fonseca, David] Ramon Llull Univ, Dept Architecture, Grp Res GRETEL, Barcelona 08022, Spain; [Poyatos, Cesar] Autonomous Univ Madrid, Didact & Theory Educ Dept, Grp Res EDI, Madrid 28049, Spain',\n",
       " '[Calatrava Arroyo, Amanda; Ramos Montes, Marcos; Segrelles Quilis, J. Damian] Univ Politecn Valencia UPV, Inst Instrumentac Imagen Mol I3M, Valencia 46022, Spain',\n",
       " '[Chasteen, Stephanie] Univ Colorado Boulder, Boulder, CO 80309 USA',\n",
       " '[Mutambara, David] Univ Zululand, Richards Bay, South Africa; [Mutambara, David; Bayaga, Anass] Nelson Mandela Univ, Port Elizabeth, South Africa',\n",
       " '[Mayorova, Vera, I; Grishko, Dmitriy A.; Leonov, Victor V.] Bauman Moscow State Tech Univ, Moscow, Russia',\n",
       " '[Wu, Yufei; Koszalka, Tiffany A.] Syracuse Univ, 259 Huntington Hall, Syracuse, NY 13244 USA; [Cheng, Jiaming] Texas Tech Univ, Coll Educ, Ctr Innovat eLearning, Lubbock, TX 79407 USA',\n",
       " '[Klutsch, Cornelya F. C.; Wikan, Anne; Gonzalez, Victoria; Hagen, Snorre B.] Norwegian Inst Bioecon Res, NIBIO Div Environm & Nat Resources, As, Norway; [Aspholm, Paul Eric; Bjorn, Tor-Arne] Norwegian Inst Bioecon Res, NIBIO Div Forest & Forest Resources, As, Norway; [Polikarpova, Natalia] Pasvik State Nat Reserve, Rayakosky, Russia; [Veisblium, Olga] Kandalaksha State Nat Reserve, Kandalaksha, Russia',\n",
       " '[Gong, Hee Jung] Univ Georgia, Inst Higher Educ, Athens, GA 30602 USA; [Park, Hyeri] Mokpo Natl Maritime Univ, Ctr Educ Qual Management, Mokpo, South Korea; [Hagood, Thomas Chase] Univ Georgia, Div Acad Enhancement, Athens, GA 30602 USA',\n",
       " '[Apple, Michael W.] Beijing Normal Univ, Educ, Beijing, Peoples R China; [Apple, Michael W.] Univ Wisconsin, Curriculum & Instruct & Educ Policy Studies, Madison, WI USA',\n",
       " '[Huang, Wen] Arizona State Univ, Engn Educ Syst & Design, Polytech Sch, Ira A Fulton Sch Engn, Mesa, AZ 85281 USA; [Roscoe, Rod D.; Craig, Scotty D.] Arizona State Univ, Polytech Sch, Human Syst Engn, Ira A Fulton Sch Engn, Mesa, AZ USA; [Johnson-Glenberg, Mina C.] Arizona State Univ, Dept Psychol, Tempe, AZ 85287 USA',\n",
       " '[Stiemsma, Leah T.; Davis, Stephen D.; Brewster, Jay L.] Pepperdine Univ, Div Nat Sci, Malibu, CA 90265 USA',\n",
       " '[Sabat, Mira] Univ Balamand, Dept Math, El Koura, Lebanon; [Abdel-Massih, Roula M.] Univ Balamand, Dept Biol, El Koura, Lebanon; [Kanaan, Amjad] Univ Balamand, Biomed Sci, El Koura, Lebanon; [Salloum, Sara] Univ Balamand, Dept Educ, El Koura, Lebanon; [Serhan, Mireille] Univ Balamand, Dept Nutr Sci, El Koura, Lebanon; [Fares, Roula] Univ Balamand, Issam Fares Fac Technol, El Koura, Lebanon; [Haddad, Nicolas] Univ Balamand, Dept Comp Engn, El Koura, Lebanon; [Melki, Antoine] Univ Balamand, Dept Comp Sci, El Koura, Lebanon',\n",
       " '[Nguyen, Andrew V.; Orlofsky, Amos; Pubill, Kaylynn; Tawde, Mangala; Li, Gaozhen; Mata, Diana; Bermudes, Oscar; Fernandez, Miguel; Santana, Jonathan; Kim, Woochul; Chimbay, Enzon; Kim, Yeeun; Nguyen, Trieu; Fox, Malcolm] CUNY, Queensborough Community Coll, Dept Biol Sci & Geol, Bayside, NY 11364 USA; [Eralte, Janelly] Mercy Coll, Dept Nat Sci, Dobbs Ferry, NY 10522 USA; [Metz, Molly; Smyth, Davida S.] New Sch, Eugene Lang Coll Liberal Arts, Dept Nat Sci & Math, New York, NY USA; [Panzeca, Caterina] SUNY Maritime Coll, Dept Sci, New York, NY USA; [Khan, Mazhar I.] Coll Agr Hlth & Nat Resources, Dept Pathobiol & Vet Sci, Storrs, CT USA',\n",
       " '[Olson, Joann S.] Univ Houston Victoria, Adult & Higher Educ, Victoria, TX 77901 USA; [Nayar-Bhalerao, Sneha] Univ Houston Victoria, Counselor Educ, Victoria, TX USA',\n",
       " '[Borman, Lisa; Strimel, Greg J.; Krause, Liesl] Purdue Univ, W Lafayette, IN 47907 USA',\n",
       " '[Rushton, Elizabeth A. C.; King, Heather] Kings Coll London, Sch Educ Commun & Soc, Waterloo Bridge Wing,Franklin Wilkins Bldg, London SE1 9HN, England',\n",
       " '[Li, Yeping] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " '[Diaz, Noemi V. Mendoza; Barhate, Bhagyashree; Johnston, Austin; Jabarkhail, Sami] Texas A&M Univ, Dept Educ Adm & Human Resources, College Stn, TX 77843 USA',\n",
       " '[Chung, Chih-Chao] Natl Pingtung Univ Sci & Technol, Gen Res Serv Ctr, Pingtung 91201, Taiwan; [Huang, Shu-Lan] Pingtung Cty Ping Rong High Sch, Dept Comp Sci, Pingtung 90052, Taiwan; [Cheng, Yuh-Ming] SHU TE Univ, Dept Comp Sci & Informat Engn, Kaohsiung 82445, Taiwan; [Lou, Shi-Jer] Natl Pingtung Univ Sci & Technol, Grad Inst Technol & Vocat Educ, Pingtung 91201, Taiwan',\n",
       " '[Hockicko, Peter; Tarjanyiova, Gabriela] Univ Zilina, Fac Elect Engn & Informat Technol, Zilina, Slovakia',\n",
       " '空缺值',\n",
       " '[Manh-Toan Ho; Viet-Phuong La; Minh-Hoang Nguyen; Quan-Hoang Vuong] Phenikaa Univ, Ctr Interdisciplinary Social Res, Yen Nghia Ward, Hanoi 100803, Vietnam; [Manh-Toan Ho; Viet-Phuong La; Minh-Hoang Nguyen; Ha-My Vuong] Vuong & Associates, AI Social Data Lab, Hanoi 100000, Vietnam; [Thanh-Hang Pham] Hanoi Univ, Fac Management & Tourism, Hanoi 100803, Vietnam; [Thanh-Hang Pham; Anh-Duc Hoang] RMIT Vietnam Univ, Sch Business & Management, Hanoi 100000, Vietnam; [Thu-Trang Vuong] Sci Po Paris, 27 Rue St Guillaume, F-75007 Paris, France; [Hung-Hiep Pham] Phu Xuan Univ, Ctr Res & Practice Educ, Hue 49000, Vietnam; [Hung-Hiep Pham; Anh-Duc Hoang] EdLab Asia Educ Res & Dev Ctr, Hanoi 100000, Vietnam',\n",
       " '[Tam, Hau-lin; Chan, Angus Yuk-fung; Lai, Oscar Long-hin] City Univ Hong Kong, Dept Social & Behav Sci, Hong Kong, Peoples R China',\n",
       " '[Valovicova, Lubomira; Ondruska, Jan; Zelenicky, Lubomir] Constantine Philosopher Univ Nitra, Fac Nat Sci, Dept Phys, Tr A Hlinku 1, Nitra 94974, Slovakia; [Chytry, Vlastimil] Univ JE Purkyne, Fac Educ, Dept Presch & Primary Educ, Usti Nad Labem 40001, Czech Republic; [Medova, Janka] Constantine Philosopher Univ Nitra, Fac Nat Sci, Dept Math, Tr A Hlinku 1, Nitra 94974, Slovakia',\n",
       " '[Bassachs, Marcel] Univ Girona, Dept Pedag, Girona 17004, Spain; [Canabate, Dolors; Nogue, Lluis] Univ Girona, Dept Specif Didact, Girona 17004, Spain; [Canabate, Dolors; Nogue, Lluis; Colomer, Jordi] Univ Girona, Inst Sci Educ, Teaching Innovat Networks Reflect & Cooperat Lear, Girona 17003, Spain; [Serra, Teresa; Colomer, Jordi] Univ Girona, Dept Phys, Girona 17003, Spain; [Bubnys, Remigijus] Siauliai Univ, Inst Educ, 25 Visinskio St, LT-76351 Shiauliai, Lithuania',\n",
       " '[Gopal, K.; Salim, N. R.; Ayub, A. F. M.] Univ Putra Malaysia, Inst Math Res, Seri Kembangan, Malaysia; [Ayub, A. F. M.] Univ Putra Malaysia, Fac Educ Studies, Seri Kembangan, Malaysia',\n",
       " 'Aggie STEM, College Stn, TX USA; Texas A&M Univ, College Stn, TX USA',\n",
       " '[Ingram, Erin] Univ Nebraska, Inst Agr & Nat Resources Sci Literacy Initiat, Lincoln, NE 68583 USA; [Keshwani, Jenny] Univ Nebraska, Dept Biol Syst Engn, Lincoln, NE 68583 USA',\n",
       " '[Hempel, Byron; Blowers, Paul] Univ Arizona, Chem & Environm Engn, Tucson, AZ 85721 USA; [Kiehlbaugh, Kasi] Univ Arizona, Coll Engn, Tucson, AZ 85721 USA',\n",
       " '[Ralls, Deborah; Bianchi, Lynne] Univ Manchester, Fac Sci & Engn, Sci & Engn Educ Res & Innovat Hub, Manchester M13 9PL, Lancs, England; [Choudry, Sophina] Univ Manchester, Manchester Inst Educ, Manchester M13 9PL, Lancs, England',\n",
       " '[Anderson Quarderer, Nathan; McDermott, Mark A.] Univ Iowa, Iowa City, IA 52242 USA',\n",
       " '[Li, Shan; Zheng, Juan] McGill Univ, Dept Educ & Counselling Psychol, Montreal, PQ H3A 1Y2, Canada; [Du, Hanxiang; Xing, Wanli] Univ Florida, Coll Educ, Sch Teaching & Learning, Gainesville, FL 32611 USA; [Chen, Guanhua] Concord Consortium, Concord, MA 01742 USA; [Xie, Charles] Inst Future Intelligence, Natick, MA 01760 USA',\n",
       " '[Pagano, Lauren C.; Haden, Catherine A.] Loyola Univ, Dept Psychol, Chicago, IL 60660 USA; [Uttal, David H.] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA',\n",
       " '[Tomblin, David; Mogul, Nicole] Univ Maryland, Coll Pk Scholars Sci Technol & Soc Program, College Pk, MD 20742 USA',\n",
       " '[Smith, Dorothy V.] Univ New England, Sch Educ, Dept STEM Educ, Armidale, NSW 2351, Australia',\n",
       " '[Wen, Yun] Nanyang Technol Univ, Natl Inst Educ, Singapore, Singapore',\n",
       " '[Blustein, David L.; Erby, Whitney; Meerkins, Tera; Soldz, Isaac; Ezema, Gabriel Nnamdi] Boston Coll, Dept Counseling Dev & Educ Psychol, Campion 315, Chestnut Hill, MA 02467 USA',\n",
       " '[King, Hunter C.; Lewis, Heather L. J.; Payan, Julio; Fischer, Aaron J.] Univ Utah, 1238 E Fenway Ave,Unit 2, Salt Lake City, UT 84102 USA; [Bella, Zachary] Univ Wisconsin, Milwaukee, WI 53201 USA',\n",
       " '[Juskeviciene, Anita; Stupuriene, Gabriele; Jevsikova, Tatjana] Vilnius Univ, Inst Data Sci & Digital Technol, Akad Str 4, LT-08412 Vilnius, Lithuania',\n",
       " '[Rodriguez, Alberto J.; Shim, Soo Won] Purdue Univ, Coll Educ, Dept Curriculum & Instruct, 100 N Univ St, W Lafayette, IN 47907 USA',\n",
       " \"[O'Hara, Robert M.] Clemson Univ, Dept Educ & Human Dev, 101 Gantt Cr, Clemson, SC 29631 USA\",\n",
       " '[Song, Huan] Beijing Normal Univ, Inst Teacher Educ, Beijing, Peoples R China; [Zhou, Mingming] Univ Macau, Fac Educ, Av Univ, Taipa, Macao, Peoples R China',\n",
       " '[Chow, Stephen Cheuk Fai; So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China; [Chow, Stephen Cheuk Fai] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Hong Kong, Peoples R China',\n",
       " '[Gonzalez-Nieto, Noe Abraham; Ching-Chiang, Lay-Wah Carolina; Fernandez-Cardenas, Juan Manuel; Reynaga-Pena, Cristina G.; Santamaria-Cid-de-Leon, David] Tecnol Monterrey, Escuela Humanidades & Educ, Ave Eugenio Garza Sada 2501, Monterrey 64849, Nuevo Leon, Mexico; [Diaz-de-Leon-Lastras, Alejandra; Cortes Capetillo, Azael Jesus] Tecnol Monterrey, Escuela Ingn & Ciencias, Ave Eugenio Garza Sada 2501, Monterrey 64849, Nuevo Leon, Mexico',\n",
       " '空缺值',\n",
       " '[Wolf, Vanessa; Hsiao, Valerie; Min, Ashley; Ashcroft, Jared] Pasadena City Coll, Pasadena, CA 91106 USA; [Rodriguez, Brandon] NASA Educ, Jet Prop Lab, Pasadena, CA USA; [Mayorga, Jill] Aspire Pacific Acad, Huntington Pk, CA USA',\n",
       " '[Anderson, Ashlyn E.] Univ Alabama Birmingham, Dept Cell Dev & Integrat Biol, Birmingham, AL USA; [Justement, Louis B.; Bruns, Heather A.] Univ Alabama Birmingham, Dept Microbiol, 845 19th St South,BBRB 273B, Birmingham, AL 35294 USA',\n",
       " '[Wannapiroon, Naphong; Petsangsri, Sirirat] King Mongkuts Inst Technol Ladkrabang, Bangkok, Thailand',\n",
       " '[Nurtanto, Muhammad] Univ Sultan Ageng Tirtayasa, Dept Mech Engn Educ, Jl Raya Jakarta Km 4, Banten, Indonesia; [Sudira, Putu] Yogyakarta State Univ, Grad Sch, Tech & Vocat Educ, Jl Colombo 1, Yogyakarta, Indonesia; [Kholifah, Nur] Yogyakarta State Univ, Dept Culinary & Fash Educ, Jl Colombo 1, Yogyakarta, Indonesia; [Samsudin, Achmad] Univ Pendidikan Indonesia, Dept Phys Educ, Jl Dr Setiabudi 229, Kota Bandung 40154, Jawa Barat, Indonesia; [Warju, Warju] Univ Negeri Surabaya, Fac Engn, Dept Mech Engn, Jl Ketintang, Surabaya 60213, Indonesia',\n",
       " '[Nguyen Thi Thu Thuy] Pham Dong Univ, Dept Phys Educ, Fac Sci Educ, Quangngai, Vietnam; [Nguyen Van Bien; Duong Xuan Quy] Hanoi Natl Univ Educ, Fac Phys, Dept Phys Educ, Hanoi, Vietnam',\n",
       " '[Sulaeman, Nurul Fitriyah] Mulawarman Univ, Fac Teacher Training & Educ, Dept Phys Educ, Samarinda, Indonesia; [Putra, Pramudya Dwi Aristya] Jember Univ, Fac Teacher Training & Educ, Dept Sci Educ, Jember, Indonesia; [Mineta, Ippei; Hakamada, Hiroki] Shizuoka Univ, Grad Sch Educ, Dept Sci Educ, Shizuoka, Japan; [Takahashi, Masahiro; Ide, Yuhsuke] Shizuoka Fuzoku Jr High Sch, Shizuoka, Japan; [Kumano, Yoshisuke] Shizuoka Univ, Grad Sch Sci Informat & Technol, Dept Sci Educ, Shizuoka, Japan',\n",
       " '[Cervone, Daniel; Mercurio, Lara] Univ Illinois, Dept Psychol, 1007 West Harrison St, Chicago, IL 60607 USA; [Lilley, Carmen] Univ Illinois, Dept Mech & Ind Engn, Chicago, IL 60607 USA',\n",
       " '[Chai, Ching Sing; Jong, Morris Siu-Yung] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Shatin, Hong Kong, Peoples R China; [Chai, Ching Sing; Jong, Morris Siu-Yung] Chinese Univ Hong Kong, Ctr Learning Sci & Technol, Shatin, Hong Kong, Peoples R China; [Rahmawati, Yuli] Univ Negeri Jakarta, Dept Chem Educ, Jakarta 13320, Indonesia',\n",
       " '[Christopoulos, Athanasios; Laakso, Mikko-Jussi] Univ Turku, Ctr Learning Analyt, Dept Future Technol, Turku 20014, Finland; [Pellas, Nikolaos] Univ Western Macedonia, Dept Commun & Digital Media, Kastoria 52100, Greece',\n",
       " '[Gonzalez-Tablas, Ana I.; Planet Palomino, Alvaro] Univ Carlos III Madrid, Comp Sci & Engn Dept, Avda Univ 30, Leganes 28911, Spain; [Gonzalez Vasco, Maria I.] Univ Rey Juan Carlos, Mat Sci & Engn & Elect Technol, Dept Appl Math, Calle Tulipan S-N, Mostoles 28933, Spain; [Cascos, Ignacio] Univ Carlos III Madrid, Dept Stat, Avda Univ 30, Leganes 28911, Spain; [Cascos, Ignacio] Univ Carlos III Madrid, UC3M Santander IBiDat, Avda Univ 30, Leganes 28911, Spain',\n",
       " '[Nguyen, Thi Phuoc Lai] Asian Inst Technol, Sch Environm Resources & Dev, Dept Dev & Sustainabil, Pathum Thani 12120, Thailand; [Nguyen, Thi Huy; Tran, Thanh Khiet] Minist Educ & Training, Hanoi 100000, Vietnam',\n",
       " '空缺值',\n",
       " '[Lin, Qiao; Yin, Yue; Hadad, Roxana] Univ Illinois, 1040 West Harrison St, Chicago, IL 60607 USA; [Tang, Xiaodan] Northwestern Univ, 625 Michigan Ave, Chicago, IL 60611 USA; [Hadad, Roxana] NE Illinois Univ, 5500 North St Louis Ave, Chicago, IL 60625 USA; [Hadad, Roxana] Univ Calif Los Angeles, 405 Hilgard Ave, Los Angeles, CA 90095 USA; [Zhai, Xiaoming] Univ Georgia, 110 Carlton St, Athens, GA 30602 USA',\n",
       " '[Evans, Tanya; Novak, Julia; Thomas, Mike] Univ Auckland, Dept Math, Auckland, New Zealand; [Klymchuk, Sergiy; Murphy, Priscilla E. L.] Auckland Univ Technol, Dept Math Sci, Auckland, New Zealand; [Stephens, Jason] Univ Auckland, Sch Learning Dev & Profess Practice, Auckland, New Zealand',\n",
       " '[Li, Xiaoshan] Beijing Normal Univ, Fac Educ, Smart Learning Inst, Sch Educ Technol, Xinjiekouwai St, Beijing 100875, Peoples R China; [Wang, Wenjing] Beijing Normal Univ, Sch Syst Sci, Xinjiekouwai St, Beijing 100875, Peoples R China',\n",
       " '[Robertson, Amy D.; Gray, Kara E.; Lovegren, Clarissa E.; Killough, Kathryn L.; Wenzinger, Scott T.] Seattle Pacific Univ, Dept Phys, Seattle, WA 98119 USA; [Robertson, Amy D.; Gray, Kara E.; Lovegren, Clarissa E.; Killough, Kathryn L.; Wenzinger, Scott T.] Birmingham Community Charter High Sch, Encino, CA 91406 USA',\n",
       " '[Tsinajinie, Garrison; Kirboyun, Sevgi; Hong, Sunggye] Univ Arizona, Dept Disabil & Psychoeduc Studies, Tucson, AZ 85721 USA',\n",
       " '[Villanueva Baselga, Sergio] Univ Barcelona, Dept Lib & Informat Sci & Audiovisual Commun, Carrer Melcior de Palau 140, Barcelona 08014, Spain; [Villanueva Baselga, Sergio] Univ Barcelona, Ctr Res Informat Commun & Culture CRICC, Carrer Melcior de Palau 140, Barcelona 08014, Spain; [Marimon Garrido, Oriol; Gonzalez Buron, Helena] Big Van Ciencia, Avinguda St Ferran 25, Cornella De Llobregat 08940, Spain',\n",
       " '[Yildirim, Bekir] Mus Alparslan Univ, Fac Educ, Dept Math & Sci Educ, TR-49250 Mus, Turkey',\n",
       " '[Ceyhan, Gaye D.] Bogazici Univ, Dept Math & Sci Educ, Istanbul, Turkey; [Tillotson, John W.] Syracuse Univ, Dept Sci Teaching, Syracuse, NY 13244 USA',\n",
       " '[Maiorca, Cathrine] Calif State Univ Long Beach, Elementary Math Educ, Long Beach, CA 90840 USA; [Mohr-Schroeder, Margaret J.] Univ Kentucky, STEM Educ, Lexington, KY USA',\n",
       " '[Utley, Juliana; Ivey, Toni; Cribbs, Jennifer] Oklahoma State Univ, Sch Teaching Learning & Educ Sci, Stillwater, OK 74078 USA',\n",
       " '[Anwar, Saira] Univ Florida, Dept Engn Educ, Nucl Sci Bldg, Gainesville, FL 32611 USA; [Menekse, Muhsin] Purdue Univ, Sch Engn Educ, Dept Curriculum & Instruct, W Lafayette, IN 47907 USA',\n",
       " '[Conde, Miguel A.; Rodriguez-Sedano, Francisco J.] Univ Leon, Robot Res Grp, Leon, Spain; [Fernandez-Llamas, Camino] Univ Leon, Leon, Spain; [Goncalves, Jose; Lima, Jose] Inst Politecn Braganca, Braganca, Portugal; [Garcia-Penalvo, Francisco J.] Univ Salamanca, Salamanca, Spain',\n",
       " '[Boeve-de Pauw, Jelle; Ardies, Jan; Hens, Katrien; Wullemen, Ann; van de Vyver, Yannick; Rydant, Tom; De Spiegeleer, Lotje; Verbraeken, Hanne] Univ Antwerp, Fac Social Sci, Dept Training & Educ Sci, Res Unit Edubron, Prinsstr 13, B-2000 Antwerp, Belgium; [Boeve-de Pauw, Jelle; Ardies, Jan; Hens, Katrien] Karel de Grote Univ Apllied Sci & Arts, Fac Teacher Training, Expertise Ctr Urban Educ, Brusselstr 45, B-2018 Antwerp, Belgium; [Ardies, Jan] AP Univ Appl Sci, Dept Educ & Training, Lange Nieuwstr 101, B-2000 Antwerp, Belgium',\n",
       " '[Bertram, Lara] Max Planck Inst Human Dev, MPRG iSearch, Berlin, Germany; [Bertram, Lara] Fac Hlth & Med Sci, Sch Psychol, Guildford, Surrey, England',\n",
       " '[Geesa, Rachel Louise] Ball State Univ, Educ Leadership, Muncie, IN 47306 USA; [Stith, Krista M.] Ball State Univ, Ctr Gifted Studies & Talent Dev, Muncie, IN 47306 USA; [Rose, Mary A.] Ball State Univ, Educ Studies, Muncie, IN 47306 USA',\n",
       " '[Lee, Hyonyong] Kyungpook Natl Univ, Dept Earth Sci Educ, Daegu, South Korea; [Ham, Hyungin] Suwanhana Middle Sch, Gwangju, South Korea; [Kwon, Hyuksoo] Kongju Natl Univ, Dept Technol & Home Econ Educ, Gongju, South Korea',\n",
       " '[Sivaraj, Ramya; Roehrig, Gillian H.] Univ Minnesota, Dept Curriculum & Instruct, Minneapolis, MN 55455 USA; [Ellis, Joshua A.] Florida Int Univ, Dept Teaching & Learning, Miami, FL 33199 USA; [Wieselmann, Jeanna R.] Southern Methodist Univ, Dept Teaching & Learning, Dallas, TX USA',\n",
       " '[Tan, Michael] Nanyang Technol Univ, Natl Inst Educ, 1 Nanyang Walk, Singapore S637616, Singapore',\n",
       " '[Bianchi, Nicola] Northwestern Univ, Kellogg Sch Management, Evanston, IL 60208 USA; [Giorcelli, Michela] Univ Calif Los Angeles, Los Angeles, CA 90024 USA',\n",
       " '[Pellas, Nikolaos] Univ Western Macedonia, Dept Commun & Digital Media, Kastoria 52100, Greece; [Dengel, Andreas] Univ Wurzburg, Chair Sch Pedag, D-97070 Wurzburg, Germany; [Christopoulos, Athanasios] Univ Turku, Dept Future Technol, FI-20014 Turku, Finland',\n",
       " '[Phillips, Molly] iDigBio & Facilitates Inc Digital Collect Resourc, Gainesville, FL USA; [Shea, Elizabeth K.] Delaware Museum Nat Hist, Mollusks, Wilmington, DE USA; [Bolton, Amy] Smithsonian Natl Museum Nat Hist, Washington, DC USA; [Lincoln, Cynthia] North Carolina Museum Nat Sci, Naturalist Ctr, Raleigh, NC USA; [Green, Kathryn] Univ Georgia, Genet Dept, Athens, GA 30602 USA; [Mast, Austin] Florida State Univ, Dept Biol Sci, Tallahassee, FL 32306 USA; [Mast, Austin] FSUs Robert K Godfrey Herbarium, Tallahassee, FL USA; [Mast, Austin] Univ Zurich, Zurich, Switzerland; [Cubeta, Marc A.] North Carolina State Univ NCSU, Dept Entomol & Plant Pathol, Raleigh, NC USA; [Cubeta, Marc A.] North Carolina State Univ NCSU, Ctr Integrated Fungal Res, Raleigh, NC USA; [Cubeta, Marc A.] North Carolina State Univ NCSU, Larry F Grand Mycol Herbarium, Raleigh, NC USA',\n",
       " '[Skrimponis, Panagiotis; Korakis, Thanasis] NYU, New York, NY 10003 USA; [Makris, Nikos] Univ Thessaly, Volos, Greece; [Rajguru, Sheila Borges] Rutgers State Univ, New Brunswick, NJ USA; [Cheng, Karen; Ford, Emily] Columbia Engn Outreach, New York, NY USA; [Ostrometzky, Jonatan; Kostic, Zoran; Zussman, Gil] Columbia Univ, New York, NY 10027 USA',\n",
       " '[Colon, Jessica; Oliphant, Simone; Shirajee, Ateev; Mccartney, Melissa] Florida Int Univ, STEM Transformat Inst, Miami, FL 33199 USA; [Colon, Jessica; Tiernan, Nichole; Oliphant, Simone; Shirajee, Ateev; Flickinger, Jonathan; Francisco-Ortega, Javier; Mccartney, Melissa] Florida Int Univ, Dept Biol Sci, Miami, FL 33199 USA; [Liu, Hong; Francisco-Ortega, Javier] Florida Int Univ, Dept Earth & Environm, Miami, FL 33199 USA; [Francisco-Ortega, Javier] Florida Int Univ, Inst Environm, Miami, FL 33199 USA; [Francisco-Ortega, Javier] Florida Int Univ, Latin Amer & Caribbean Ctr, Miami, FL 33199 USA; [Tiernan, Nichole; Flickinger, Jonathan; Liu, Hong; Francisco-Ortega, Javier] Fairchild Trop Bot Garden, Coral Gables, FL USA',\n",
       " '[Hacisalihoglu, Gokhan] Florida A&M Univ, Dept Biol Sci, Tallahassee, FL 32307 USA; [Stephens, Desmond; Stephens, Sonya] Florida A&M Univ, Dept Math, Tallahassee, FL 32307 USA; [Johnson, Lewis] Florida A&M Univ, Dept Phys, Tallahassee, FL 32307 USA; [Edington, Maurice] Florida A&M Univ, Dept Chem, Tallahassee, FL 32307 USA',\n",
       " '[Owens, David C.] Georgia Southern Univ, Dept Middle Grades & Secondary Educ, Savannah, GA 31419 USA; [Petitt, Destini N.] Univ N Carolina, Dept Geog & Earth Sci, Charlotte, NC 28223 USA; [Lally, Diane; Forbes, Cory T.] Univ Nebraska, Sch Nat Resources, Lincoln, NE 68583 USA',\n",
       " '[Jeong, Jin Su; Gonzalez-Gomez, David; Yllana Prieto, Felix] Univ Extremadura, Dept Didact Ciencias Expt & Matemat, Ave Univ S-N, Caceres 10004, Spain',\n",
       " '空缺值',\n",
       " '[Aydin-Gunbatar, Sevgi; Ekiz-Kiran, Betul] Van Yuzuncu Yil Univ, Coll Educ, Math & Sci Educ Dept, Van, Turkey; [Oztay, Elif Selcan] Van Yuzuncu Yil Univ, Coll Educ, Primary Educ Dept, Van, Turkey',\n",
       " '[Ansong, David; Okumu, Moses; Albritton, Travis J.; Bahnuk, Eva Paige] Univ N Carolina, Sch Social Work, 325 Pittsboro St, Chapel Hill, NC 27599 USA; [Small, Eusebius] Univ Texas Arlington, Sch Social Work, Arlington, TX 76019 USA',\n",
       " '[Evans, Tanya; Thomas, Michael O. J.] Univ Auckland, Dept Math, Auckland, New Zealand; [Klymchuk, Sergiy] Auckland Univ Technol, Dept Math Sci, Auckland, New Zealand',\n",
       " \"[Parker, Carolyn] Amer Univ, Sch Educ, Spring Valley Bldg,4400 Massachusetts Ave NW, Washington, DC 20016 USA; [Grigg, Jeffrey] Johns Hopkins Univ, Baltimore, MD USA; [D'Souza, Stephanie] Amer Inst Res, Washington, DC USA; [Mitchell, Charlie] Maryland Dept Educ, Baltimore, MD USA; [Smith, Erica] Tulane Univ, New Orleans, LA 70118 USA\",\n",
       " '[Zhu, Xinhong; Xiong, Zhenfang; Zheng, Taoyun; Li, Lin; Zhang, Liuyi; Yang, Fen] Hubei Univ Chinese Med, Sch Nursing, Wuhan, Peoples R China',\n",
       " '[Mi, Shuaishuai; Lu, Shanshan] Shandong Normal Univ, Jinan 250014, Shandong, Peoples R China; [Bi, Hualin] Qufu Normal Univ, Qufu, Shandong, Peoples R China',\n",
       " '[Salmi, Hannu S.; Thuneberg, Helena] Univ Helsinki, Fac Educ Sci, POB 8, Helsinki 00014, Finland; [Bogner, Franz X.] Univ Bayreuth, Fac Biol Chem & Earth Sci, Bayreuth, Germany',\n",
       " '[Xing, Wanli; Li, Chenglu] Univ Florida, Coll Educ, Sch Teaching & Learning, Gainesville, FL USA; [Chen, Guanhua; Huang, Xudong; Chao, Jie; Massicotte, Joyce; Xie, Charles] Concord Consortium, Concord, MA USA',\n",
       " '[Mutambara, David; Bayaga, Anass] Univ Zululand, Fac Educ, Dept Maths Sci & Technol Educ, Richards Bay, South Africa',\n",
       " '[Wang, Liyan] Shanghai Normal Univ, Shanghai, Peoples R China; [Chiang, Feng-Kuang] Shanghai Normal Univ, Dept Educ Technol, Shanghai, Peoples R China',\n",
       " '[Hughes, Roxanne; Roberts, Kari] Natl High Magnet Field Lab, Ctr Integrating Res & Learning, Tallahassee, FL 32310 USA; [Schellinger, Jennifer] Florida State Univ, Coll Educ, Tallahassee, FL 32306 USA',\n",
       " '[Mohan, Ashwin; Kelly, Gregory J.] Penn State Univ, State Coll, PA 16801 USA',\n",
       " '[Lane, A. Kelly] Univ Minnesota, Dept Biol Teaching & Learning, Minneapolis, MN 55455 USA; [McAlpin, Jacob D.; Feola, Stephanie; Lewis, Jennifer E.] Univ S Florida, Dept Chem, Tampa, FL 33620 USA; [Earl, Brittnee; Shadle, Susan E.] Boise State Univ, Ctr Teaching & Learning, Boise, ID 83725 USA; [Lewis, Jennifer E.; Skvoretz, John; Prevost, Luanna B.] Univ S Florida, Ctr Improvement Teaching & Res Undergrad STEM Edu, Tampa, FL 33620 USA; [Mertens, Karl] Boise State Univ, Ecol Evolut & Behav Program, Boise, ID 83725 USA; [Shadle, Susan E.] Boise State Univ, Dept Chem & Biochem, Boise, ID 83725 USA; [Skvoretz, John] Univ S Florida, Dept Sociol, Tampa, FL 33620 USA; [Ziker, John P.] Boise State Univ, Dept Anthropol, Boise, ID 83725 USA; [Couch, Brian A.] Univ Nebraska, Sch Biol Sci, Lincoln, NE 68588 USA; [Prevost, Luanna B.] Univ S Florida, Dept Integrat Biol, Tampa, FL 33620 USA; [Stains, Marilyne] Univ Virginia, Dept Chem, Charlottesville, VA 22904 USA',\n",
       " '[Shah, Niral; Ai-Khanh Nguyen] Univ Washington, Coll Educ, Seattle, WA 98105 USA; [Christensen, Julie A.; Byun, Sunghwan; Stroupe, David] Michigan State Univ, Coll Educ, E Lansing, MI 48824 USA; [Ortiz, Nickolaus A.] Georgia State Univ, Coll Educ & Human Dev, Atlanta, GA 30303 USA; [Reinholz, Daniel L.] San Diego State Univ, Coll Sci, San Diego, CA 92182 USA',\n",
       " '[Stella, Massimo] Complex Sci Consulting, Lecce, Italy',\n",
       " '[Lee, Meggan J.] Univ Illinois, Dept Sociol, Urbana, IL 61820 USA; [Collins, Jasmine D.] Univ Illinois, Educ & Commun, Urbana, IL 61801 USA; [Harwood, Stacy Anne] Univ Utah, City & Metropolitan Planning Dept, Salt Lake City, UT 84112 USA; [Mendenhall, Ruby] Univ Illinois, Dept Sociol & African Amer Studies, Carle Illinois Coll Med, Champaign, IL 61820 USA; [Huntt, Margaret Browne] Univ Illinois, Canc Ctr Illinois, Urbana, IL 61801 USA',\n",
       " '[Dong, Yan; Wang, Jing] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China; [Yang, Yunying] Univ Melbourne, Melbourne Grad Sch Educ, Melbourne, Vic 3053, Australia; [Kurup, Premnadh M.] La Trobe Univ, Sch Educ, Melbourne, Vic, Australia',\n",
       " '[Hwang, Candy S.] Southern Connecticut State Univ, Dept Chem, New Haven, CT 06515 USA',\n",
       " '[Wan, Zhi Hong; Jiang, Yushan; Zhan, Ying] Educ Univ Hong Kong, Dept Curriculum & Instruct, Hong Kong, Peoples R China',\n",
       " '[Liu, Ran] Univ Wisconsin, Dept Educ Policy Studies, Madison, WI 53706 USA',\n",
       " '[Smith, Derrick W.; Lampley, Sandra A.; Blair, Morgan] Univ Alabama, Huntsville, AL 35756 USA; [Dolan, Bob] Diverse Learners Consulting, Leverett, MA USA; [Williams, Greg; Schleppenbach, David] Tactile Solut Inc, Lafayette, IN USA',\n",
       " '[Dziob, Daniel] Jagiellonian Univ Med Coll, Dept Biophys, Sw Lazarza 16, PL-31530 Krakow, Poland; [Krupinski, Michal; Wozniak, Edyta; Gabryszewski, Ryszard] Polskiej Akad Nauk CBK PAN, Ctr Badan Kosmicznych, Bartycka 18A, PL-00716 Warsaw, Poland',\n",
       " '[Hernandez-Sabate, Aura; Sanchez, F. Javier] Univ Autonoma Barcelona, Dept Ciencies Computacio, Bellaterra 08193, Barcelona, Spain; [Hernandez-Sabate, Aura; Sanchez, F. Javier] Comp Vis Ctr, Bellaterra 08193, Barcelona, Spain; [Albarracin, Lluis] Univ Autonoma Barcelona, Dept Didact Ciencies Expt & Matemat, Bellaterra 08193, Barcelona, Spain',\n",
       " '[Milicic, Gregor; Wetzel, Sina; Ludwig, Matthias] Goethe Univ Frankfurt, Inst Math & Comp Sci Educ, D-60325 Frankfurt, Germany',\n",
       " '[Rowe, Shawn] Oregon State Univ, Coll Educ, Sea Grant, Corvallis, OR 97331 USA; [Riggio, Mariapaola] Oregon State Univ, Wood Sci & Engn, Corvallis, OR 97331 USA; [De Amicis, Raffaele] Oregon State Univ, Sch Elect Engn & Comp Sci, Corvallis, OR 97331 USA; [Rowe, Susan R.] Oregon State Univ, Precoll Programs, Corvallis, OR 97331 USA',\n",
       " '[Eltanahy, Marwa; Forawi, Sufian] British Univ Dubai, Dubai Int Acad City DIAC, 1st & 2nd Floor,Block 11,POB 345015, Dubai, U Arab Emirates; [Mansour, Nasser] Univ Exeter, St Lukes Campus,Heavitree Rd, Exeter EX1 2LU, Devon, England',\n",
       " '[Vossen, T. E.; Tigelaar, E. H.; Van Driel, J. H.] Leiden Univ, Grad Sch Teaching, Kolffpad 1,POB 905, NL-2300 AX Leiden, Netherlands; [Vossen, T. E.; Henze, I.; De Vries, M. J.] Delft Univ Technol, Dept Sci Educ & Commun, Lorentzweg 1, NL-2628 CJ Delft, Netherlands; [Van Driel, J. H.] Univ Melbourne, Melbourne Grad Sch Educ, 234 Queensberry St, Melbourne, Vic 3010, Australia',\n",
       " '[Yildirim, Bekir] Mus Alparslan Univ, Egitim Fak, Mus, Turkey',\n",
       " '[Yildirim, Hamdican] Hacettepe Univ, Egitim Bilimleri Enstitusu, Egitim Programlari & Ogretim Anabilim Dali, Ankara, Turkey; [Gelmez-Burakgazi, Sevinc] Hacettepe Univ, Egitim Programlari & Ogretim Anabilim Dali, Ankara, Turkey',\n",
       " '[Timur, Betul; Belek, Fatma] Canakkale Onsekiz Mart Univ, Matemat & Fen Bilimleri Egitimi Bolumu, Canakkale, Turkey',\n",
       " '[Stelter, Rebecca L.; Kupersmidt, Janis B.; Stump, Kathryn N.] Innovat Res & Training, 5316 Highgate Dr Suite 125, Durham, NC 27713 USA',\n",
       " '[Quardokus Fisher, Kathleen] Florida Int Univ, Dept Earth & Environm, 11200 SW 8th St,AHC5-395, Miami, FL 33199 USA; [Quardokus Fisher, Kathleen] Florida Int Univ, STEM Transformat Inst, 11200 SW 8th St,AHC5-395, Miami, FL 33199 USA; [Koretsky, Milo D.] Oregon State Univ, Sch Chem Biol & Environm Engn, Corvallis, OR 97331 USA',\n",
       " '[Juskeviciene, Anita] Vilnius Univ, Inst Data Sci & Digital Technol, Vilnius, Lithuania; [Dagiene, Valentina; Dolgopolovas, Vladimiras] Vilnius Univ, Inst Educ Sci, Vilnius, Lithuania',\n",
       " '[Alade, Fashina] Michigan State Univ, Dept Advertising & Publ Relat, E Lansing, MI 48824 USA; [Lauricella, Alexis] Erickson Inst Early Childhood Dev, Child Dev, Chicago, IL USA; [Kumar, Yannik] Univ Chicago, Graham Sch Profess Studies, Chicago, IL USA; [Wartella, Ellen] Northwestern Univ, Commun Studies, Evanston, IL USA',\n",
       " '[Zhou, Ding; Gomez, Rafael; Wright, Natalie; Rittenbruch, Markus] Queensland Univ Technol, Sch Design, 2 George St, Brisbane, Qld, Australia; [Davis, James] Queensland Univ Technol, Sch Teacher Educ & Leadership, 149 Victoria Pk Rd, Kelvin Grove, Qld, Australia',\n",
       " '[Davis, James P.] Queensland Univ Technol, Brisbane, Qld 4059, Australia; [Du, Juan; Tang, Jia-Hui; Qiao, Lu; Liu, Yan-Qiu; Chiang, Feng-Kuang] Shanghai Normal Univ, Shanghai, Peoples R China',\n",
       " \"[O'Sullivan, S.] Univ Munster, Fac Math & Comp Sci, D-48149 Munster, Germany; [Friebe, Michael] Otto von Guericke Univ, Inst Med Engn, Magdeburg, Germany; [Tonti, W. R.] IEEE Future Direct, Washington, DC USA; [Hartnett, Margaret] GB Grp Plc, Chester, Cheshire, England; [Castro, Manuel] Spanish Natl Univ Distance Educ UNED, Ind Engn Sch, Elect & Comp Engn Dept, Madrid, Spain; [Pozzo, M., I] Natl Sci & Tech Res Council Argentina, Buenos Aires, DF, Argentina; [Nilsiam, Y.] Michigan Technol Univ, Dept Elect & Comp Engn, Houghton, MI 49931 USA\",\n",
       " '[Welch, James] Univ Tampa, Sykes Coll Business, Tampa, FL 33606 USA',\n",
       " '[Wieselmann, Jeanna R.] Southern Methodist Univ, Dept Teaching & Learning, Dallas, TX 75205 USA; [Keratithamkul, Khomson; Roehrig, Gillian H.] Univ Minnesota, Dept Curriculum & Instruct, Minneapolis, MN USA; [Dare, Emily A.] Florida Int Univ, Dept Teaching & Learning, Miami, FL 33199 USA; [Ring-Whalen, Elizabeth A.] St Catherine Univ, Educ Dept, St Paul, MN USA',\n",
       " '[Kapon, Shulamit; Schvartzer, Maayan] Technion Israel Inst Technol, Fac Educ Sci & Technol, IL-3200003 Haifa, Israel; [Peer, Tal] ACHERET Ctr, Cabri, Israel',\n",
       " '[Sen, Ceylan] Yozgat Bozok Univ, Fac Educ, Dept Primary Educ, Yozgat, Turkey; [Ay, Zeynep Sonay] Hacettepe Univ, Fac Educ, Dept Elementary Math Educ, Ankara, Turkey; [Kiray, Seyit Ahmet] Necmettin Erbakan Univ, Fac Educ, Dept Elementary Sci Educ, Konya, Turkey',\n",
       " '[Stewart, Fran] Ohio State Univ, John Glenn Coll Publ Affairs, Columbus, OH 43210 USA; [Stewart, Fran] Ohio State Univ, Ohio Mfg Inst, Columbus, OH 43210 USA; [Yeom, Minkyu] Cleveland State Univ, Levin Coll Urban Affairs, Cleveland, OH 44115 USA; [Stewart, Alice] North Carolina Agr & Tech State Univ, Greensboro, NC USA',\n",
       " '[Caspi, Avner; Gorsky, Paul] Open Univ Israel, Dept Educ & Psychol, Raanana, Israel; [Nitzani-Hendel, Rakefet; Rosenfeld, Sherman; Berman, Shmuel] Sci & Reasoning 2000, Herev Le Et, Israel; [Zacharia, Zacharias C.] Univ Cyprus, Res Sci & Technol Educ Grp, Educ Sci, Nicosia, Cyprus; [Shildhouse, Bruria] Eshkol Payis, Petah Tiqwa, Israel',\n",
       " '[Falloon, Garry; Forbes, Anne; Stevenson, Michael; Bower, Matt] Macquarie Univ, Sch Educ, Fac Arts, Sydney, NSW, Australia; [Hatzigianni, Maria] Univ Melbourne, Sch Educ, Parkville, Vic, Australia',\n",
       " '[Zhan, Xiaohong; Xu, Ranran] East China Normal Univ, Coll Teacher Educ, Fac Educ, Shanghai, Peoples R China; [Sun, Daner; Wan, Zhi Hong] Educ Univ Hong Kong, Dept Math & Informat Technol, Hong Kong, Peoples R China; [Hua, Yingli] Chengdu Tanghu Foreign Languages Sch, Chengdu, Peoples R China',\n",
       " '[El Nagdi, Mohamed; Roehrig, Gillian] Univ Minnesota, STEM Educ Ctr, Minneapolis, MN 55455 USA',\n",
       " '[Kulturel-Konak, Sadan] Penn State Univ Berks, Management Informat Syst, Tulpehocken Rd POB 7009, Reading, PA 19610 USA',\n",
       " '[Liou, Yi-Hwa] Natl Taipei Univ Educ, Dept Educ Management, Taipei, Taiwan; [Daly, Alan J.] Univ Calif San Diego, Dept Educ Studies, La Jolla, CA 92093 USA',\n",
       " '[Fernandez-Martin, Francisco-Domingo; Arco-Tirado, Jose-Luis; Hervas-Torres, Mirian] Univ Granada, Dept Dev & Educ Psychol, Granada 18071, Spain; [Carrillo-Rosua, Francisco-Javier; Romero-Lopez, Carmen] Univ Granada, Dept Didact Expt Sci, Granada 18071, Spain; [Carrillo-Rosua, Francisco-Javier] Univ Granada, Andalusian Inst Earth Sci, CSIC, Granada 18100, Spain; [Ruiz-Hidalgo, Juan-Francisco] Univ Granada, Dept Didact Math, Granada 18071, Spain',\n",
       " '[Wei, Wong Kah] Univ Kebangsaan Malaysia, Fac Educ, Bangi, Selangor, Malaysia; [Maat, Siti Mistima] Univ Kebangsaan Malaysia, Res Ctr Teaching & Learning Educ, Bangi, Selangor, Malaysia',\n",
       " '[Glaze-Crampes, Amanda L.] Georgia Southern Univ, 4105 Coll Educ Bldg,POB 8013, Statesboro, GA 30460 USA',\n",
       " '[Jesionkowska, Joanna; Wild, Fridolin] Oxford Brookes Univ, Performance Augmentat Lab, Headington Rd, Oxford OX3 0BP, England; [Wild, Fridolin] Open Univ, Inst Educ Technol, Walton Hall, Milton Keynes MK7 6AA, Bucks, England; [Deval, Yann] ATLAS, Ctr Marionnette Federat Wallonie Bruxelles, Rue St Martin 47, B-7500 Tournai, Belgium',\n",
       " '[Du Plessis, Anna E.] Learning Sci Inst Australia, GPO Box 2587, Brisbane, Qld 4001, Australia',\n",
       " '[De Meester, Jolien] Katholieke Univ Leuven, Fac Engn Sci, BE-3000 Leuven, Belgium; [Boeve-de Pauw, Jelle; De Loof, Haydee; Van Petegem, Peter] Univ Antwerp, Dept Training & Educ Sci, BE-2000 Antwerp, Belgium; [Buyse, Marie-Paule; Ceuppens, Stijn; Dehaene, Wim] Katholieke Univ Leuven, ESAT, MICAS, Dept Elect Engn, BE-3000 Leuven, Belgium; [De Cock, Mieke] Katholieke Univ Leuven, Dept Phys & Astron, BE-3000 Leuven, Belgium; [Goovaerts, Leen] Univ Antwerp, Fac Social Sci, Sch Educ, BE-2000 Antwerp, Belgium; [Hellinckx, Luc] Vrije Univ Brussel, Logist Unit, BE-1000 Brussels, Belgium; [Knipprath, Heidi] Katholieke Univ Leuven, Res Inst Work & Soc, BE-3000 Leuven, Belgium; [Struyf, Annemie] Univ Antwerp, Dept Sociol, BE-2000 Antwerp, Belgium; [Thibaut, Lieve] IMEC, i Learn, BE-3000 Leuven, Belgium; [van de Velde, Didier] Katholiek Onderwijs Vlaanderen, Pedag Support, BE-1000 Brussels, Belgium',\n",
       " '[Yu, Kuang-Chao; Wu, Pai-Hsing] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, Taipei, Taiwan; [Fan, Szu-Chun] Natl Kaohsiung Normal Univ, Dept Ind Technol Educ, 62 Shenjhong Rd,Yanchao Campus, Kaohsiung 82444, Taiwan',\n",
       " '[Li, Shan; Zheng, Juan] McGill Univ, Dept Educ & Counselling Psychol, Montreal, PQ H3A 1Y2, Canada; [Chen, Guanhua; Xie, Charles] Concord Consortium, Concord, MA 01742 USA; [Xing, Wanli] Univ Florida, Coll Educ, Sch Teaching & Learning, Gainesville, FL 32611 USA',\n",
       " '[Black, Paul N.] Univ Nebraska, Dept Biochem, Lincoln, NE 68583 USA',\n",
       " '[Shute, Valerie; Rahimi, Seyedahmad; Smith, Ginny; Ke, Fengfeng; Almond, Russell; Dai, Chih-Pu; Kuba, Renata; Liu, Zhichun; Yang, Xiaotong; Sun, Chen] Florida State Univ, Coll Educ, Dept Educ Psychol & Learning Syst, 3205G Stone Bldg,1114 W Call St, Tallahassee, FL 32306 USA',\n",
       " '[Weng, Jiayi; Li, Hui] Univ Hong Kong, Fac Educ, Hong Kong, Peoples R China; [Li, Hui] Macquarie Univ, Fac Educ, N Ryde, NSW, Australia',\n",
       " '[Ferrada-Ferrada, Cristian; Silva-Diaz, Francisco] Univ Granada UGR, Granada, Spain; [Carrillo-Rosua, Javier] Univ Granada UGR, Inst Andaluz Ciencias Tierra CSIC UGR, Dept Didact Ciencias Expt, Granada, Spain; [Diaz-Levicoy, Danilo] Univ Catolica Maule, Talca, Chile',\n",
       " '[York, Emily] James Madison Univ, Sch Integrated Sci, 702 Carrier Dr MSC 4302, Harrisonburg, VA 22807 USA; [Conley, Shannon N.] James Madison Univ, Sch Integrated Sci, 701 Carrier Dr MSC 4102, Harrisonburg, VA 22807 USA',\n",
       " '[Develaki, Maria] Hellen Minist Educ, Educ Advice Secondary Sci Educ, Athens, Greece',\n",
       " '[Wahono, Bevo] Univ Jember, Fac Teacher Training & Educ, Jember, Indonesia; [Wahono, Bevo] Natl Taiwan Normal Univ, Grad Inst Sci Educ, Taipei, Taiwan; [Lin, Pei-Ling; Chang, Chun-Yen] Natl Taiwan Normal Univ, Sci Educ Ctr, Taipei, Taiwan',\n",
       " '[Park, Wonyong; Wu, Jen-Yi; Erduran, Sibel] Univ Oxford, Dept Educ, 15 Norham Gardens, Oxford OX2 6PY, England; [Erduran, Sibel] Univ Oslo, Norwegian Ctr Sci Educ, Oslo, Norway',\n",
       " '[Hussenius, Anita] Uppsala Univ, Ctr Gender Res, Uppsala, Sweden',\n",
       " '[Cetin, Mustafa] Akdeniz Univ, Fac Educ, Dept Elementary & Early Childhood Educ, TR-07058 Antalya, Turkey; [Demircan, Hasibe Ozlen] Middle East Tech Univ, Fac Educ, Dept Elementary & Early Childhood Educ, Ankara, Turkey',\n",
       " '[Lyon, Joseph A.] Purdue Univ, Sch Engn Educ, 701 W Stadium Ave, W Lafayette, IN 47907 USA; [Magana, J. Alejandra] Purdue Univ, Dept Comp & Informat Technol, W Lafayette, IN 47907 USA',\n",
       " '[Menchaca Sierra, Iratxe; Dziabenko, Olga; Garcia Zubia, Javier] Univ Deusto, Bilbao, Spain',\n",
       " '[Sanchez-Martin, Jesus] Univ Extremadura, Fac Educ, Dept Didact Ciencias Expt & Matemat, Avda Elvas S-N, Badajoz 06006, Spain; [Corrales-Serrano, Mario] Univ Extremadura, Fac Educ, Dept Didact Ciencias Sociales Lengua & Literatura, Avda Elvas S-N, Badajoz 06006, Spain; [Luque-Sendra, Amalia; Zamora-Polo, Francisco] Univ Seville, Dept Ingn Diseno, Escuela Politecn Super, C Virgen Africa 7, Seville 41011, Spain; [Zamora-Polo, Francisco] Univ Extremadura, Dept Ingn Mecan Energet & Mat, Escuela Ingn Ind, Avda Elvas S-N, Badajoz 06006, Spain',\n",
       " '[Palisoc, Caesar P.; Morales, Marie Paz E.] Philippine Normal Univ Manila, Coll Grad Studies & Teacher Educ Res, Grad Teacher Educ Fac, Manila 1000, Philippines; [Avilla, Ruel A.; Owen Ayuste, Thaddeus; Ramos-Butron, Benilda] Philippine Normal Univ Manila, Fac Sci Technol & Math, Coll Teacher Dev, Manila 1000, Philippines; [Casilla, Nica A.] Philippine Normal Univ Manila, Publicat Off, Manila 1000, Philippines',\n",
       " '[Dickman, Benjamin; Nauman, Erik] Hewitt Sch, New York, NY 10021 USA',\n",
       " '[Monahan, Ceire; Munakata, Mika; Vaidya, Ashwin] Montclair State Univ, Dept Math Sci, Montclair, NJ 07043 USA; [Gandini, Sean] Gandini Juggling, London, England',\n",
       " '[Miles Nash, Angel] Chapman Univ, Leadership Dev, Orange, CA 92866 USA; [Peters, April L.] Univ Houston, Educ Leadership & Policy Studies, Houston, TX USA',\n",
       " '[Carolina Ching-Chiang, Lay-Wah; Manuel Fernandez-Cardenas, Juan] Tecnol Monterrey, Escuela Humanidades & Educ, Monterrey, Mexico',\n",
       " '[Simunovic, Mara; Babarovic, Toni] Ivo Pilar Inst Social Sci, Marulicev Trg 19-1, Zagreb 10000, Croatia',\n",
       " '[Hosbein, Kathryn N.; Barbera, Jack] Portland State Univ, Dept Chem, Portland, OR 97207 USA',\n",
       " '[Eglash, Ron] Univ Michigan, Sch Informat, 4389 North Quad,105 S State St, Ann Arbor, MI 48109 USA; [Bennett, Audrey] Univ Michigan, Penny W Stamps Sch Art & Design, Art & Design, Ann Arbor, MI 48109 USA; [Bennett, Audrey] Univ Pretoria, Pretoria, South Africa; [Babbitt, William] Rensselaer, Troy, NY USA; [Lachney, Michael] Michigan State Univ, Dept Counseling Educ Psychol & Special Educ, E Lansing, MI 48824 USA; [Reinhardt, Martin] Reinhardt & Associates, Lexington, KY USA; [Reinhardt, Martin] Northern Michigan Univ, Native Amer Studies, Marquette, MI USA; [Hammond-Sowah, Deborah] Kumasi Hive, Kumasi, Ghana',\n",
       " '[Ciftci, Ayse] Mus Alparslan Univ, Dept Math & Sci Educ, Mus, Turkey; [Topcu, Mustafa Sami] Yildiz Tech Univ, Dept Math & Sci Educ, Istanbul, Turkey; [Foulk, Jaimie A.] Univ Missouri, Dept Learning Teaching & Curriculum, Columbia, MO USA',\n",
       " '[Watson, Sandy; Williams-Duncan, Omah M.; Peters, Michelle L.] Univ Houston Clear Lake, Houston, TX 77058 USA',\n",
       " '[Roller, Sarah A.; Lampley, Sandra A.; Dillihunt, Monica L.] Univ Alabama, Dept Curriculum & Instruct, Huntsville, AL 35899 USA; [Benfield, Michael P. J.; Turner, Matthew W.; Davis, Andrew M.] Univ Alabama, Syst Management & Prod Ctr, Huntsville, AL 35899 USA; [Gholston, Sampson E.] Univ Alabama, Dept Ind & Syst Engn & Engn Management, Huntsville, AL 35899 USA',\n",
       " '[Keratithamkul, Khomson; Kim, Justine N.; Roehrig, Gillian H.] Univ Minnesota, Dept Curriculum & Instruct, Minneapolis, MN 55455 USA',\n",
       " '[Hennessy Elliott, Colin] NYU, Teaching & Learning, New York, NY USA',\n",
       " '[Eisenhart, Margaret] Univ Colorado, Sch Educ, POB 4615, Boulder, CO 80306 USA; [Allen, Carrie D.] Univ North Texas, Dept Educ Psychol, 1155 Union Circle 311335, Denton, TX 76203 USA',\n",
       " '[Gao, Fei] Bowling Green State Univ, 260 Technol Bldg, Bowling Green, OH 43403 USA; [Li, Lan] Bowling Green State Univ, 521 Educ Bldg, Bowling Green, OH 43403 USA; [Sun, Yanyan] East China Normal Univ, 3663 North Zhongshan Rd, Shanghai 200062, Peoples R China',\n",
       " '[So, Wing Mui Winnie] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Dept Sci & Environm Studies, Hong Kong, Peoples R China; [He, Qianwen; Chen, Yu; Chow, Cheuk Fai] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China; [Chow, Cheuk Fai] Educ Univ Hong Kong, Knowledge Transfer Sub Off, Hong Kong, Peoples R China',\n",
       " '[Bain, Kinsey; Bergeron, Paul; Nelson, Paul C.; Posey, Lynmarie A.; Cooper, Melanie M.] Michigan State Univ, Dept Chem, E Lansing, MI 48824 USA; [Bender, Lydia; Laverty, James T.] Kansas State Univ, Dept Phys, Cardwell Hall, Manhattan, KS 66506 USA; [Bergeron, Paul; Caballero, Marcos D.; Tessmer, Stuart H.] Michigan State Univ, Dept Phys & Astron, E Lansing, MI 48824 USA; [Caballero, Marcos D.; Ebert-May, Diane; Posey, Lynmarie A.; Urban-Lurain, Mark; Cooper, Melanie M.] Michigan State Univ, Create Stem Inst, E Lansing, MI 48824 USA; [Caballero, Marcos D.] Univ Oslo, Dept Phys, Oslo, Norway; [Caballero, Marcos D.] Univ Oslo, Ctr Comp Sci Educ, Oslo, Norway; [Carmel, Justin H.; Underwood, Sonia M.] Florida Int Univ, Dept Chem & Biochem, Miami, FL 33199 USA; [Carmel, Justin H.; Underwood, Sonia M.] Florida Int Univ, STEM Transformat Inst, Miami, FL 33199 USA; [Duffy, Erin M.] Western Washington Univ, Dept Chem & Sci Math & Technol Educ, Bellingham, WA 98225 USA; [Ebert-May, Diane] Michigan State Univ, Dept Plant Biol, E Lansing, MI 48824 USA; [Fata-Hartley, Cori L.] Michigan State Univ, Coll Nat Sci, E Lansing, MI 48824 USA; [Herrington, Deborah G.] Grand Valley State Univ, Dept Chem, Allendale, MI 49401 USA; [Matz, Rebecca L.] Michigan State Univ, Hub Innovat Learning & Technol, E Lansing, MI 48824 USA; [Stoltzfus, Jon R.] Michigan State Univ, Dept Biochem & Mol Biol, E Lansing, MI 48824 USA; [Stowe, Ryan L.] Univ Wisconsin, Dept Chem, 1101 Univ Ave, Madison, WI 53706 USA; [Sweeder, Ryan D.] Michigan State Univ, Lyman Briggs Coll, E Lansing, MI 48824 USA',\n",
       " '[Smyrnaiou, Zacharoula; Georgakopoulou, Eleni] Natl & Kapodistrian Univ Athens NKUA, Sch Philosophy, Dept Educ Studies, Univ Campus, Ilissia 15784, Greece; [Sotiriou, Sofoklis] Ellinogermaniki Agogi, Res & Dev Dept, Dimitriou Panagea Str, Pallini 15351, Attica, Greece',\n",
       " '[McComas, William F.] Univ Arkansas, Coll Educ & Hlth Profess, 310 Peabody Hall, Fayetteville, AR 72703 USA; [Burgin, Stephen R.] Univ Arkansas, Coll Educ & Hlth Profess, 312 Peabody Hall, Fayetteville, AR 72703 USA',\n",
       " '[Chiang, Feng-Kuang; Liu, Yan-qiu; Feng, Xiran; Zhuang, Yaoxian; Sun, Yulong] Shanghai Normal Univ, Coll Educ, Dept Educ Technol, Shanghai, Peoples R China; [Chiang, Feng-Kuang] MIT, RELATE Lab, 77 Massachusetts Ave, Cambridge, MA 02139 USA',\n",
       " '[Smith, David H.; Hao, Qiang; Tsikerdekis, Michail; Martin, Lilu; Tresham, Nathan] Western Washington Univ, 516 High St, Bellingham, WA 98225 USA; [Dennen, Vanessa] Florida State Univ, Tallahassee, FL 32306 USA; [Barnes, Bradly] Univ Georgia, Athens, GA 30602 USA',\n",
       " '[Wilson, Kimberley] Australian Catholic Univ Brisbane, Fac Educ & Arts, Sch Educ, 1100 Nudgee Rd, Banyo, Qld 4014, Australia',\n",
       " '[Gao, Xiaoyi; Li, Peishan; Sun, Huifang] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China; [Shen, Ji] Univ Miami, Dept Teaching & Learning, Sch Educ & Human Dev, Coral Gables, FL 33124 USA',\n",
       " '[Smolinsky, Lawrence] Louisiana State Univ, Dept Math, Baton Rouge, LA 70803 USA; [Olafsson, Gestur] Louisiana State Univ, Dept Math, Math, Baton Rouge, LA 70803 USA; [Marx, Brian D.; Ma, Yanxia A.] Louisiana State Univ, Dept Expt Stat, Baton Rouge, LA 70803 USA',\n",
       " '[Delahunty, Thomas] Univ Coll Cork, Sch Educ, Cork, Ireland; [Delahunty, Thomas] Univ Nebraska, Coll Engn, Lincoln, NE 68588 USA; [Seery, Niall] Athlone Inst Technol, Athlone, Ireland; [Lynch, Raymond] Univ Limerick, Sch Educ, Limerick, Ireland',\n",
       " '[Li, Kam-Cheong; Wong, Billy Tak-Ming] Open Univ Hong Kong, Inst Res Open & Innovat Educ, Kowloon, Hong Kong, Peoples R China',\n",
       " '[Johns, Carolyn] Ohio State Univ, Dept Math, 231 W 18th Ave, Columbus, OH 43210 USA',\n",
       " '[Ortiz-Revilla, Jairo; Greca, Ileana M.] Univ Burgos, Fac Educ, Dept Didact Especif, C Villadiego 1, Burgos 09001, Spain; [Aduriz-Bravo, Agustin] Univ Buenos Aires, Fac Ciencias Exactas & Nat, Inst CeFIEC, 2 Piso,Pabellon 2,Ciudad Univ, Buenos Aires, DF, Argentina',\n",
       " '[Huang, Fenxia] Fujian Normal Univ, Fac Educ, Fuzhou, Peoples R China',\n",
       " '[Watanabe, Wataru; Maruyama, Ryoji] Ritsumeikan Univ, Coll Sci & Engn, Dept Elect & Elect Engn, 1-1-1 Nojihigashi, Kusatsu, Shiga 5258577, Japan; [Arimoto, Hidenobu] Natl Inst Adv Ind Sci & Technol, Sensing Syst Res Ctr, AIST Tsukuba Cent 5,1-1-1 Higashi, Tsukuba, Ibaraki 3058565, Japan; [Tamada, Yosuke] Utsunomiya Univ, Sch Engn, 7-1-2 Yoto, Utsunomiya, Tochigi 3218585, Japan; [Tamada, Yosuke] Utsunomiya Univ, Ctr Opt Res & Educ CORE, 7-1-2 Yoto, Utsunomiya, Tochigi 3218585, Japan',\n",
       " '[Gafuanov, Yaroslav Yu; Podnebesova, Galina B.] South Ural State Humanitarian Pedag Univ, Chelyabinsk, Russia',\n",
       " '[Boytchev, Pavel] Sofia Univ, Fac Math & Informat, Sofia 1164, Bulgaria; [Boytcheva, Svetla] Bulgarian Acad Sci, Inst Informat & Commun Technol, Sofia 1113, Bulgaria; [Boytchev, Pavel] FMI KIT, 5 James Bourchier Blvd, Sofia 1164, Bulgaria',\n",
       " '[Reeves, Philip M.] Johns Hopkins Univ, Baltimore, MD 21205 USA; [Bobrownicki, Aiyana] Yale Univ, Poorvu Ctr Teaching & Learning, New Haven, CT 06511 USA; [Bauer, Melanie; Graham, Mark J.] Yale Univ, STEM Program Evaluat & Res Lab STEM PERU, Dept Ecol & Evolutionary Biol, New Haven, CT 06511 USA',\n",
       " '[Demirbag, Cansu; Arikan, Serkan; Mugaloglu, Ebru Zeynep] Bogazici Univ, Fac Educ, Istanbul, Turkey',\n",
       " '[Zhuang, Tengteng; Cheung, Alan C. K.] Chinese Univ Hong Kong, Dept Educ Adm & Policy, Hong Kong, Peoples R China; [Tam, Winnie] Chinese Univ Hong Kong, Ctr Univ Sch Partnership, Hong Kong, Peoples R China',\n",
       " '[Macalalag, Jr Augusto Z.; Johnson, Joseph; Lai, Michelle] Arcadia Univ, Sch Educ, 450 S Easton Rd, Glenside, PA 19038 USA',\n",
       " '[Eglash, Ron] Univ Michigan, Sch Informat, Ann Arbor, MI 48109 USA; [Lachney, Michael] Michigan State Univ, Coll Educ, E Lansing, MI 48824 USA; [Babbitt, William; Davis, James] Rensselaer Polytech Inst, Dept Sci & Technol Studies, Troy, NY 12181 USA; [Bennett, Audrey] Univ Michigan, Penny W Stamps Sch Art & Design, Ann Arbor, MI 48109 USA; [Reinhardt, Martin] Northern Michigan Univ, Ctr Nat Amer Studies, Marquette, MI USA',\n",
       " '[Jones, Rebecca M.] George Mason Univ, Dept Chem & Biochem, Fairfax, VA 22030 USA; [Cleaver, Rachel] George Mason Univ, Off Admiss, Fairfax, VA 22030 USA',\n",
       " '[Manuel Bautista-Vallejo, Jose] Univ Huelva, Dept Pedag, Huelva, Spain; [Manuel Hernandez-Carrera, Rafael] Univ Int Rioja, Dept Didact & Org Escolar, Logrono, Spain',\n",
       " '[Koyunlu Unlu, Zeynep] Bozok Univ, Div Classroom Instruct Educ, Yozgat, Turkey; [Dokme, Ilbilge] Gazi Univ, Dept Math & Sci Educ, Ankara, Turkey',\n",
       " '[St James, Andrew R.] Cornell Univ, Dept Microbiol, Ithaca, NY 14853 USA; [Campbell, Darlene] Cornell Univ, Off Undergrad Biol, Ithaca, NY 14853 USA',\n",
       " '[Bustamante, Andres S.] Univ Calif Irvine, Sch Educ, 3363 Educ Bldg, Irvine, CA 92617 USA; [Schlesinger, Molly; Evans, Natalie; Hirsh-Pasek, Kathy] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA; [Begolli, Kreshnik Nasi] Calif State Univ Long Beach, Dept Psychol, Long Beach, CA 90840 USA; [Golinkoff, Roberta M.] Univ Delaware, Sch Educ, Newark, DE 19716 USA; [Shahidi, Nabil] Onno Architects, Dhaka, Bangladesh; [Zonji, Shekufeh] Early Childhood Dev Act Network, Washington, DC USA; [Riesen, Cristina] We Are Play Lab Fdn, Zurich, Switzerland',\n",
       " '[Hu, Chih-Chien; Yeh, Hui-Chin; Chen, Nian-Shing] Natl Yunlin Univ Sci & Technol, Res Ctr Smart Learning, 123 Univ Rd,Sec 3, Touliu 64002, Yunlin, Taiwan; [Hu, Chih-Chien] Natl Yunlin Univ Sci & Technol, Coll Future, 123 Univ Rd,Sec 3, Touliu 64002, Yunlin, Taiwan; [Hu, Chih-Chien; Yeh, Hui-Chin; Chen, Nian-Shing] Natl Yunlin Univ Sci & Technol, Dept Appl Foreign Languages, 123 Univ Rd,Sec 3, Touliu 64002, Yunlin, Taiwan',\n",
       " '[Quinn, Candice M.] Middle Tennessee State Univ, Dept Math, Murfreesboro, TN 37130 USA; [Reid, Joshua W.; Gardner, Grant E.] Middle Tennessee State Univ, Dept Biol, Murfreesboro, TN 37130 USA',\n",
       " '[Ozkan, Gulbin; Umdu Topsakal, Unsal] Yildiz Tech Univ, Math & Sci Educ, Istanbul, Turkey',\n",
       " '[Pleasants, Jacob] Keene State Coll, 378 Putnam Sci Ctr, Keene, NH 03435 USA',\n",
       " '[Villanueva Baselga, Sergio] Univ Barcelona, Dept Lib & Informat Sci & Audiovisual Commun, Carrer Melcior de Palau 140, Barcelona 08014, Spain; [Villanueva Baselga, Sergio] Univ Barcelona, Ctr Res Informat Commun & Culture CRICC, Carrer Melcior de Palau 140, Barcelona 08014, Spain; [Marimon Garrido, Oriol; Gonzalez Buron, Helena] Big Van Ciencia, Avinguda St Ferran 25, Cornella De Llobregat 08940, Spain',\n",
       " '[Lee, Okhee] NYU, 239 Greene St,Room 620, New York, NY 10031 USA; [Stephens, Amy] Natl Acad Sci Engn & Med, Washington, DC USA',\n",
       " '[Sabbah, Soryna; Heyd-Metzuyanim, Einat] Technion Israel Inst Technol, Fac Educ Sci & Technol, Haifa, Israel',\n",
       " '[Hacioglu, Yasemin; Donmez Usta, Necla] Giresun Univ, Fac Educ, TR-28200 Giresun, Turkey',\n",
       " '[Barnard, Marie; Sparkmon, Wesley] Univ Mississippi, Dept Pharm Adm, 234 Faser Hall, University, MS 38677 USA; [Dehon, Erin; Compretta, Caroline; Notebaert, Andrew; Stray, Stephen; Taylor, Juanyce; Sullivan, Donna; Rockhold, Robin] Univ Mississippi, Med Ctr, Jackson, MS 39216 USA; [Meyer, Edgar] Univ Arkansas Med Sci, Little Rock, AR 72205 USA',\n",
       " '[Barlow, Allyson] Univ Nevada Reno, Sch Chem & Mat Engn, 1664 N Virginia St M, Reno, NV 89557 USA; [Brown, Shane] Oregon State Univ, Sch Civil & Construct Engn, 101 Kearney Hall, Corvallis, OR 97331 USA; [Lutz, Benjamin] Calif Polytech State Univ San Luis Obispo, 1 Grand Ave,Bldg 13-221, San Luis Obispo, CA 93407 USA; [Pitterson, Nicole] Dept Engn Educ, 369 Goodwin Hall,635 Prices Fork Rd, Blacksburg, VA USA; [Hunsu, Nathaniel] Univ Georgia, Coll Engn, Athens, GA 30602 USA; [Adesope, Olusola] Washington State Univ, Coll Educ, Dept Kinesiol & Educ Psychol, Room 356,Cleveland Hall, Pullman, WA 99164 USA',\n",
       " '[Knekta, Eva] Umea Univ, Dept Sci & Math Educ, S-90187 Umea, Sweden; [Knekta, Eva; Eddy, Sarah] Florida Int Univ, Dept Biol Sci, Miami, FL 33199 USA; [Rowland, Ashley A.; Corwin, Lisa A.] Univ Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USA',\n",
       " '[Chen, Chia-Chen; Huang, Po-Hao] Natl Chung Hsing Univ, Management Informat Syst, Taichung, Taiwan',\n",
       " '[Quigley, Cassie F.] Univ Pittsburgh, 5517 WW Posvar Hall, Pittsburgh, PA 15231 USA; [Herro, Dani] Clemson Univ, Digital Media & Learning, Clemson, SC 29631 USA; [King, Elizabeth] Univ Wisconsin, Educ Fdn, Whitewater, WI 53190 USA; [Plank, Holly] Univ Pittsburgh, Learning Sci & Policy, Pittsburgh, PA USA',\n",
       " '[Schwortz, Andria C.; Burrows, Andrea C.] Univ Wyoming, Secondary Educ, Laramie, WY USA; [Schwortz, Andria C.] Univ Wyoming Nat Sci, Quinsigamond Community Coll, Phys & Astron, 670 W Boylston St,Box 224, Worcester, MA 01606 USA',\n",
       " '[Nguyen, Hien D.] Univ Informat Technol, Ho Chi Minh City, Vietnam; [Nguyen, Hien D.] Vietnam Natl Univ, Ho Chi Minh City, Vietnam; [Do, Nhon, V] Ho Chi Minh City Open Univ, Ho Chi Minh City, Vietnam; [Tran, Nha P.] Univ Transport & Commun, Campus Ho Chi Minh City, Hanoi, Vietnam; [Xuan Hau Pham] Quang Binh Univ, Dong Hoi City, Quang Binh, Vietnam; [Pham, Vuong T.] Sai Gon Univ, Ho Chi Minh City, Vietnam',\n",
       " '[Lyon, Joseph A.] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA; [Fennell, Hayden W.] Purdue Univ, Dept Comp & Informat Technol, W Lafayette, IN 47907 USA; [Magana, Alejandra J.] Purdue Univ, Comp & Informat Technol & Engn Educ, W Lafayette, IN 47906 USA',\n",
       " '[Takeuchi, Miwa A.; Sengupta, Pratim; Shanahan, Marie-Claire; Adams, Jennifer D.; Hachem, Maryam] Univ Calgary, Werklund Sch Educ, Educ Studies Learning Sci, Calgary, AB, Canada',\n",
       " '[Clements, Douglas H.; Sarama, Julie] Univ Denver, Marsico Inst, Denver, CO USA; [Vinh, Megan; Lim, Chih-Ing] Univ N Carolina, Frank Porter Graham Child Dev Inst, Chapel Hill, NC 27515 USA',\n",
       " '[Moen, Katherine C.; Beck, Melissa R.; Saltzmann, Stephanie M.; Cowan, Tovah M.; Burleigh, Lauryn M.; Cohen, Alex S.; Greening, Steven G.] Louisiana State Univ, Dept Psychol, 236 Audubon Hall, Baton Rouge, LA 70803 USA; [Moen, Katherine C.] Univ Nebraska, Dept Psychol, Kearney, NE USA; [Butler, Leslie G.] Louisiana State Univ, Dept Chem, Baton Rouge, LA 70803 USA; [Ramanujam, Jagannathan] Louisiana State Univ, Ctr Computat & Technol, Baton Rouge, LA 70803 USA',\n",
       " '[Sondergeld, Toni A.] Drexel Univ, Sch Educ, 3401 Market St,3rd Floor, Philadelphia, PA 19104 USA',\n",
       " '[Nallapothula, Dhiraj; Han, Selina; Herrera, Carlos; Maloy, Jeffrey] Univ Calif Los Angeles, Dept Life Sci Core Educ, Los Angeles, CA 90095 USA; [Lozano, Jennifer Berdan; Sayson, Hannah Whang; Levis-Fitzgerald, Marc] Univ Calif Los Angeles, Ctr Adv Teaching, Ctr Educ Assessment, Los Angeles, CA 90095 USA',\n",
       " '[Alomari, Hakam W.; Ramasamy, Vijayalakshmi; Kiper, James D.] Miami Univ, Dept Comp Sci & Software Engn, Oxford, OH 45056 USA; [Potvin, Geoff] Florida Int Univ, Dept Phys, Miami, FL 33199 USA',\n",
       " '[Kim, Ji-Yun; Lee, Tae-Wuk] Korea Natl Univ Educ, Dept Comp Educ, Cheongju 28173, South Korea; [Chung, Hyunsong] Korea Natl Univ Educ, Dept English Educ, Cheongju 28173, South Korea; [Jung, Eun Young] Korea Natl Univ Educ, Dept Art Educ, Cheongju 28173, South Korea; [Kim, Jin-Ok] Gwangju Woulsan Elementary Sch, Gwangju 61630, South Korea',\n",
       " '[Bramstedt, Karina] Luxembourg Agcy Res Integr LARI 6, Luxembourg, Luxembourg; [Bramstedt, Karina] Bond Univ, Fac Med & Hlth Sci, Robina, Qld, Australia',\n",
       " '[Henriksen, Danah] Arizona State Univ, Div Educ Leadership & Innovat, POB 37100,Mail Code 3151, Phoenix, AZ 85069 USA; [Mishra, Punya] Arizona State Univ, Mary Lou Fulton Teachers Coll, Farmer Educ Bldg,Suite 402,1050 S Forest Mall, Tempe, AZ 85287 USA',\n",
       " '[Le Hai My Ngan] Ho Chi Minh City Univ Educ, Fac Phys, Ho Chi Minh City, Vietnam; [Nguyen Van Hien] Hanoi Natl Univ Educ, Fac Biol, Hanoi, Vietnam; [Le Huy Hoang] Hanoi Natl Univ Educ, Fac Technol Educ, Hanoi, Vietnam; [Nguyen Duy Hai] Hanoi Natl Univ Educ, IT Ctr, Hanoi, Vietnam; [Nguyen Van Bien] Hanoi Natl Univ Educ, Fac Phys, Hanoi, Vietnam',\n",
       " '[Woods, Stacey] Boise State Univ, Boise, ID 83725 USA; [Hsu, Yu-Chang] Boise State Univ, Dept Educ Technol, 1910 Univ Dr,MS 1747, Boise, ID 83725 USA',\n",
       " '[Wieselmann, Jeanna R.] Southern Methodist Univ, Caruth Inst Engn Educ, Dallas, TX 75275 USA; [Roehrig, Gillian H.] Univ Minnesota, STEM Educ Ctr, St Paul, MN 55108 USA; [Kim, Justine N.] Meadow Lake Elementary Sch, New Hope, MN USA',\n",
       " '[Bernacki, Matthew L.] Univ N Carolina, Sch Educ, CB3500 Peabody Hall 113, Chapel Hill, NC 27599 USA; [Vosicka, Lucie] Univ Nevada, Dept Educ Psychol & Higher Educ, Las Vegas, NV 89154 USA; [Utz, Jenifer C.] Univ Nevada, Sch Life Sci, Las Vegas, NV 89154 USA',\n",
       " '[Eadkong, Thammarong; Pimton, Pimchanok; Dam-O, Punsiri; Channuie, Phongpichit] Walailak Univ, Sch Sci, Nakhon Si Thammarat 80160, Thailand; [Pimton, Pimchanok; Dam-O, Punsiri; Channuie, Phongpichit] Walailak Univ, Res Grp Appl Computat & Theoret Sci ACTS, Thasala 80160, Nakhon Si Thamm, Thailand; [Channuie, Phongpichit] Walailak Univ, Coll Grad Studies, Thasala 80160, Nakhon Si Thamm, Thailand',\n",
       " '[Lin, Yu-Tzu; Hsieh, Hsin-Ling] Natl Taiwan Normal Univ, Grad Inst Informat & Comp Educ, Inst Res Excellence Learning Sci, Taipei 10610, Taiwan; [Yeh, Martin K-C] Penn State Univ Brandywine, Informat Sci & Technol, Media, PA USA',\n",
       " '[Barlow, Allyson; Brown, Shane] Oregon State Univ, Sch Civil & Construct Engn, 101 Kearney Hall, Corvallis, OR 97331 USA',\n",
       " '[Li, Yeping; Xiao, Yu; Nite, Sandra B.] Texas A&M Univ, College Stn, TX 77843 USA; [Wang, Ke] Nicholls State Univ, Thibodaux, LA 70310 USA; [Froyd, Jeffrey E.] Ohio State Univ, Columbus, OH 43210 USA',\n",
       " '[Atit, Kinnari] Univ Calif Riverside, Grad Sch Educ, 1207 Sproul Hall, Riverside, CA 92521 USA; [Uttal, David H.] Northwestern Univ, Sch Educ & Social Policy, Evanston, IL USA; [Stieff, Mike] Univ Illinois, Learning Sci Res Inst, Chicago, IL USA',\n",
       " '[Denton, Maya; Boklage, Audrey] Univ Texas Austin, Ctr Engn Educ, 2501 Speedway, Austin, TX 78712 USA; [Borrego, Maura] Univ Texas Austin, Ctr Engn Educ, 204 E Dean Keeton St, Austin, TX 78712 USA',\n",
       " '[Leung, Allen] Hong Kong Baptist Univ, Dept Educ Studies, Kowloon, Tong Campus, Hong Kong, Peoples R China',\n",
       " '[King, K. D.; Ochsendorf, R. J.; Solomon, G. E. A.; Sloane, F. C.] Natl Sci Fdn, Alexandria, VA 22314 USA',\n",
       " '[Reynante, Brandon M.; Selbach-Allen, Megan E.; Pimentel, Daniel R.] Stanford Univ, Grad Sch Educ, Stanford, CA 94305 USA',\n",
       " '[Hill, Lucas B.] Univ Wisconsin, Wisconsin Ctr Educ Res, Madison, WI 53706 USA',\n",
       " '[Almukhambetova, Ainur; Kuzhabekova, Aliya] Nazarbayev Univ, Grad Sch Educ, Astana, Kazakhstan; [Kuzhabekova, Aliya] Carleton Univ, Ctr Res & Educ Women & Work, Ottawa, ON, Canada',\n",
       " '[Choo, Sam; Park, Sunhi; Nelson, Nancy J.] Univ Oregon, Eugene, OR 97403 USA',\n",
       " '[Watson, Jane; Fitzallen, Noleine; Wright, Suzie] Univ Tasmania, Sch Educ, Hobart, Tas, Australia; [English, Lyn] Queensland Univ Technol, Fac Educ, Kelvin Grove, Australia',\n",
       " '[Jones, Shannon] Univ Richmond, Richmond, VA 23173 USA',\n",
       " '[Lansiquot, Reneta] CUNY, New York City Coll Technol, New York, NY 10021 USA',\n",
       " '[Zhu, Meina] Wayne State Univ, Detroit, MI 48202 USA',\n",
       " '[Hollett, Ty] Penn State Univ, Dept Learning & Performance Syst, State Coll, PA 16801 USA; [Vivoni, Francisco] Worcester State Univ, Dept Sociol, Worcester, MA USA',\n",
       " '[Mateos-Nunez, Milagros; Martinez-Borreguero, Guadalupe; Luis Naranjo-Correa, Francisco] Univ Extremadura, Dept Sci Teaching, Badajoz 06006, Spain',\n",
       " '[Lasica, Ilona-Elefteryja; Meletiou-Mavrotheris, Maria] European Univ Cyprus, Dept Educ Sci, CY-1516 Nicosia, Cyprus; [Lasica, Ilona-Elefteryja; Meletiou-Mavrotheris, Maria; Katzis, Konstantinos] Ctr Excellence Risk & Decis Sci CERIDES, ICT Enhanced Educ Lab, CY-2404 Nicosia, Cyprus; [Katzis, Konstantinos] European Univ Cyprus, Comp Sci & Engn, CY-1516 Nicosia, Cyprus',\n",
       " '[Petrov, Plamen D.; Atanasova, Tatiana V.] Bulgarian Acad Sci, Inst Informat & Commun Technol, Sofia 1113, Bulgaria',\n",
       " '[Xu, Meidan; Gu, Jianjun] Nanjing Normal Univ, Sch Educ Sci, 122 Ninghai Rd, Nanjing, Jiangsu, Peoples R China; [Williams, P. John] Curtin Univ, Perth, WA, Australia; [Zhang, Hang] State Grid, Taizhou Power Supply Co, Taizhou, Peoples R China',\n",
       " '[Murphy, Steve] Charles Sturt Univ, Wagga Wagga, NSW, Australia',\n",
       " '[Neumann, Irene] Leuphana Univ Luneburg, Fac Educ, Univ Sallee 1, D-21335 Luneburg, Germany; [Deeken, Christoph; Neumann, Irene; Heinze, Aiso] IPN Leibniz Inst Sci & Math Educ, Olshausenstr 62, D-24118 Kiel, Germany',\n",
       " '[Chirikov, Igor] Univ Calif Berkeley, Berkeley, CA 94720 USA; [Chirikov, Igor; Semenova, Tatiana; Maloshonok, Natalia] Natl Res Univ Higher Sch Econ, Moscow, Russia; [Bettinger, Eric] Stanford Univ, Stanford, CA 94305 USA; [Kizilcec, Rene F.] Cornell Univ, Ithaca, NY USA',\n",
       " '[McNamara, Jade] Univ Maine, Sch Food & Agr, Orono, ME 04469 USA; [Sweetman, Sara] Univ Rhode Isl, Sch Educ, Kingston, RI 02881 USA; [Connors, Priscilla] Univ Northern Texas, Coll Merchandizing Hospitality & Tourism, Denton, TX USA; [Lofgren, Ingrid; Greene, Geoffrey] Univ Rhode Isl, Dept Nutr & Food Sci, Kingston, RI 02881 USA; [McNamara, Jade] Univ Rhode Isl, Kingston, RI 02881 USA',\n",
       " '[Gdansky, Nikolay Ivanovich; Budnik, Alexander Alekseevich; Sokolov, Igor Vladimirovich] First Cossack Univ, KG Razumovcky Moscow State Univ Technol & Managem, Moscow, Russia; [Kulikova, Natalia Lvovna] Fed State Budget Educ Inst Higher Educ, Krasnoyarsk, Russia',\n",
       " '[Gleason, Daniel W.] Maine East High Sch, English Dept, Park Ridge, IL 60068 USA',\n",
       " '[Jeong, Jin Su; Gonzalez-Gomez, David] Univ Extremadura, Dept Didcict Ciencias Expt & Matemat, Avd Univ S-N, Caceres 10004, Spain',\n",
       " '[Hanson, Sandra L.] Catholic Univ, Dept Sociol, 620 Michigan Ave NE, Washington, DC 20064 USA; [Krywult-Albanska, Malgorzata] Pedag Univ Cracow, Inst Philosophy & Sociol, Dept Methodol Social Sci, Krakow, Poland',\n",
       " '[Chen, Ya-Ling; Huang, Lee-Feng] Natl Pingtung Univ, Dept Early Childhood Educ, 4-18 Minshung Rd, Pingutng 900, Taiwan; [Wu, Pei-Chen] Natl Pingtung Univ, Dept Educ Psychol & Counseling, 4-18 Minshung Rd, Pingutng 900, Taiwan',\n",
       " '[Yildirim, Bekir] Mus Alparslan Univ, Fac Educ, Dept Math & Sci Educ, Mus, Turkey',\n",
       " '[Falloon, Garry; Bower, Matt; Forbes, Anne; Stevenson, Michael] Macquarie Univ, Macquarie Sch Educ, Fac Arts, Sydney, NSW, Australia; [Hatzigianni, Maria] Univ Melbourne, Fac Educ, Melbourne, Vic, Australia',\n",
       " '[Cheng, Yin Cheong] Educ Univ Hong Kong, Tai Po, Dept Educ Policy & Leadership, Hong Kong, Peoples R China; [So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Tai Po, Hong Kong, Peoples R China',\n",
       " '[Jones, Derek; Lotz, Nicole; Holden, Georgy] Open Univ, Fac STEM, Sch Engn & Innovat, Walton Hall, Milton Keynes MK7 6AA, Bucks, England',\n",
       " '[Fung, Chak-Him] Educ Univ Hong Kong, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China',\n",
       " '[Faulconer, E. K.; Wood, B.; Griffith, J. C.] Embry Riddle Aeronaut Univ, STEM Educ Dept, Worldwide Campus,1 Aerosp Blvd, Daytona Beach, FL 32114 USA',\n",
       " '[Shively, Kate; Hitchens, Carolyn; Hitchens, Nathan] Ball State Univ, Muncie, IN 47306 USA',\n",
       " '[Lopez Simo, Victor; Couso Lagaron, Digna; Simarro Rodriguez, Cristina] Univ Autonoma Barcelona, CRECIM, Barcelona, Spain',\n",
       " '[Li, Yeping; Xiao, Yu] Texas A&M Univ, College Stn, TX 77843 USA; [Wang, Ke] Nicholls State Univ, Thibodaux, LA 70310 USA; [Froyd, Jeffrey E.] Ohio State Univ, Columbus, OH 43210 USA',\n",
       " '[Zakariya, Yusuf F.] Univ Agder, Dept Math Sci, Kristiansand, Norway',\n",
       " '[Emembolu, Itoro; Padwick, Annie; Shimwell, Joe; Sanderson, Jonathan; Davenport, Carol; Strachan, Rebecca] Univ Northumbria Newcastle, Fac Engn & Environm, Newcastle Upon Tyne, Tyne & Wear, England',\n",
       " '[Yata, Chikahiko] Hiroshima Univ, Dept Technol & Informat Educ, Grad Sch Educ, 1-1,Kagamiyama 1 Chome, Higashihiroshima, Japan; [Ohtani, Tadashi] Tokyo Gakugei Univ, Dept Technol Educ, Grad Sch Educ, 4-1-1 Nukuikita Machi, Koganei, Tokyo, Japan; [Isobe, Masataka] Aichi Univ Educ, Dept Technol Educ, 1 Hirosawa,Igaya Cho, Kariya, Aichi, Japan',\n",
       " '[Strawhacker, Amanda; Bers, Marina] Tufts Univ, Dept Child Study & Human Dev, 105 Coll Ave, Medford, MA 02155 USA; [Verish, Clarissa; Shaer, Orit] Human Comp Interact Lab, Dept Comp Sci, 106 Cent St, Wellesley, MA 02481 USA',\n",
       " '[Mohammadi, Arefeh] Virginia Tech, Engn Educ Dept, Blacksburg, VA 24060 USA; [Grosskopf, Kevin] Univ Nebraska, Durham Sch Architectural Engn & Construct, Lincoln, NE 68588 USA; [Killingsworth, John] Colorado State Univ, Coll Hlth & Human Sci, Ft Collins, CO 80523 USA',\n",
       " '[Peters-Burton, Erin] George Mason Univ, Coll Educ & Human Dev, 4400 Univ Dr,MSN 4B3, Fairfax, VA 22030 USA',\n",
       " '[Fan, Jing-Yun] Tainan Univ Technol, Dept Fash Design, Tainan, Taiwan; [Ye, Jian-Hong] Natl Taiwan Normal Univ, Dept Ind Educ, Taipei, Taiwan; [Ye, Jian-Hong] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan',\n",
       " '[McKay, Byron] TEECA, Technol & Engn Educ Program, Reston, VA 20191 USA; [McKay, Byron] TEECA, Student Grp, Reston, VA 20191 USA',\n",
       " '[Hansen, A. K.; Lent, D. D.; Muller, U. K.; Muller, Ulrike] Calif State Univ Fresno, Fresno, CA 93740 USA',\n",
       " '[Nepeina, Kseniia] RAS, RS, Bishkek 49, Bishkek 720049, Kyrgyzstan; [Istomina, Natalia; Bykova, Olga] Moscow State Univ Geodesy & Cartog MIIGAiK, Gorokhovsky Pereulok 4, Moscow 105064, Russia',\n",
       " '[Conradty, Catherine; Bogner, Franz X.] Univ Bayreuth, Fac 2, Ctr Math & Sci Educ Z MNU, Dept Biol, D-95447 Bayreuth, Germany; [Sotiriou, Sofoklis A.] Ellinogermaniki Agogi, R&D Dept, Pallini 15351, Greece',\n",
       " '[Abdukhakimova, Diyora; Xie, Yingqiu] Nazarbayev Univ Sch Sci & Humanities, Dept Biol, Astana, Kazakhstan',\n",
       " '[Parker, Philip D.; Van Zanden, Brooke; Marsh, Herb W.; Duineveld, Jasper J.; Noetel, Michael] Australian Catholic Univ, Inst Posit Psychol & Educ, Sydney, NSW, Australia; [Owen, Katherine] Univ Sydney, SPRINTER Res Grp, Sydney, NSW, Australia; [Owen, Katherine] Univ Sydney, Prevent Res Collaborat, Sydney, NSW, Australia',\n",
       " '[Lin, Kuen-Yi; Yu, Kuang-Chao; Hsiao, Hsien-Sheng; Chang, Yu-Shan; Chien, Yu-Hung] Natl Taiwan Normal Univ, Dept Technol Applicat & Human Resource Dev, 162,Heping East Rd Sect 1, Taipei, Taiwan; [Hsiao, Hsien-Sheng] Natl Taiwan Normal Univ, Chinese Language & Technol Ctr, Taipei, Taiwan; [Hsiao, Hsien-Sheng] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan',\n",
       " '[Fadzli, Sazrol; Yahaya, Jamaiah; Hamdan, Abdul Razak] Univ Kebangsaan Malaysia, Fac Informat Sci & Technol, Bangi, Selangor, Malaysia; [Deraman, Aziz] Univ Malaysia Terengganu, Sch Informat & Appl Math, Kuala Terengganu, Terengganu, Malaysia; [Halim, Lilia] Univ Kebangsaan Malaysia, Fac Educ, Bangi, Selangor, Malaysia; [Yahaya, Noor Zaitun; Zahari, Mohamed Shahrir Mohamed] Univ Malaysia Terengganu, Sch Ocean Engn, Kuala Terengganu, Malaysia; [Rais, Izhar Abadi Ibrahim] Mineral Res Ctr, Dept Mineral & Geosci, Ipoh, Perak, Malaysia',\n",
       " '[Halpin, Patricia A.] Univ New Hampshire Manchester, Dept Life Sci, 88 Commercial St, Manchester, NH 03101 USA; [Donahue, Ann E.] Univ New Hampshire Manchester, Manchester, NH 03101 USA; [Johnson, Kathryn M. S.] Beloit Coll, Dept Biol, Beloit, WI 53511 USA; [Johnson, Kathryn M. S.] Trail Build LLC, East Troy, WI USA',\n",
       " '[Fendos, Justin] Dongseo Univ, Global Biotechnol, Busan, South Korea',\n",
       " '[Tubb, Adeline L.] UCL, Fac Engn Sci, London, England; [Cropley, David H.; Marrone, Rebecca L.] Univ South Australia, Sch Engn, Adelaide, SA, Australia; [Patston, Tim] Geelong Grammar Sch, Ctr Creat Educ, Geelong, Vic, Australia; [Kaufman, James C.] Univ Connecticut, Neag Sch Educ, Storrs, CT USA',\n",
       " '[Lee, Ning Yuan; Tucker-Kellogg, Greg] Natl Univ Singapore, Computat Biol Programme, Singapore, Singapore; [Lee, Ning Yuan] Natl Univ Singapore, Univ Scholars Programme, Singapore, Singapore; [Tucker-Kellogg, Greg] Natl Univ Singapore, Dept Biol Sci, Singapore, Singapore',\n",
       " '[Lysenko, Tetiana] Washington Univ, Dept Educ, 1 Brookings Dr, St Louis, MO 63130 USA; [Wang, Qingfang] Univ Calif Riverside, Sch Publ Policy, Riverside, CA 92521 USA',\n",
       " '[Kwok, M.; Vela, K. N.; Rugh, M. S.; Capraro, R. M.; Capraro, M. M.] Texas A&M Univ, Teaching Learning & Culture, College Stn, TX 77843 USA; [Vela, K. N.; Rugh, M. S.; Capraro, R. M.; Capraro, M. M.] Texas A&M Univ, Aggie STEM, College Stn, TX 77843 USA; [Lincoln, Y. S.] Texas A&M Univ, Educ Adm & Human Resources, College Stn, TX 77843 USA',\n",
       " '[Altan, Esra Bozkurt] Sinop Univ, Sci & Math Educ Dept, Sinop, Turkey; [Tan, Sema] Sinop Univ, Coll Educ, Special Educ Dept, Sinop, Turkey',\n",
       " '[Tannock, Stuart] UCL, UCL Inst Educ, London WC1H 0AL, England',\n",
       " '[Sirakaya, Mustafa; Sirakaya, Didem Alsancak] Kirsehir Ahi Evran Univ, Dept Comp Technol, Kirsehir, Turkey',\n",
       " '[Arastoopour Irgens, Golnaz] Clemson Univ, Clemson, SC 29634 USA; [Dabholkar, Sugat; Bain, Connor; Woods, Philip; Hall, Kevin; Swanson, Hillary; Horn, Michael; Wilensky, Uri] Northwestern Univ, Evanston, IL USA',\n",
       " '[Borda, Emily; Schumacher, Emily; Hanley, Daniel; Geary, Edward; Warren, Shannon; Ipsen, Cassidy; Stredicke, Lauren] Western Washington Univ, 516 High St MS 9155, Bellingham, WA 98225 USA',\n",
       " '[Robertson, Amy D.] Seattle Pacific Univ, Dept Phys, Seattle, WA 98119 USA; [Atkins Elliott, Leslie J.] Boise State Univ, Dept Curriculum Instruct & Fdn Studies, Boise, ID 83725 USA',\n",
       " '[Yannier, Nesra; Hudson, Scott E.; Koedinger, Kenneth R.] Carnegie Mellon Univ, Human Comp Interact Inst, 5000 Forbes Ave, Pittsburgh, PA 15213 USA; [Yannier, Nesra; Hudson, Scott E.; Koedinger, Kenneth R.] Carnegie Mellon Univ, Dept Psychol, 5000 Forbes Ave, Pittsburgh, PA 15213 USA',\n",
       " '[Nguyen Thi To Khuyen] Natl Taiwan Normal Univ, Grad Inst Sci Educ, Taipei 11677, Taiwan; [Nguyen Van Bien] Hanoi Natl Univ Educ, Fac Phys, Hanoi 10000, Vietnam; [Lin, Pei-Ling; Chang, Chun-Yen] Natl Taiwan Normal Univ, Sci Educ Ctr, Taipei 11677, Taiwan; [Lin, Jing] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing 100875, Peoples R China',\n",
       " '[Johnson, Angela] St Marys Coll Maryland, Educ Studies Dept, St Marys City, MD 20686 USA; [Elliott, Samantha] St Marys Coll Maryland, Biol Dept, St Marys City, MD 20686 USA; [Elliott, Samantha] St Marys Coll Maryland, Ctr Inclus Teaching & Learning, St Marys City, MD 20686 USA',\n",
       " '[Moore, Michael E.] Univ Nebraska, Dept Biochem, Lincoln, NE 68588 USA; [Vega, Dulce M.] St Louis Univ, Dept Psychol, St Louis, MO 63108 USA; [Wiens, Katie M.] Bay Path Univ, Dept Sci, Longmeadow, MA 01106 USA; [Caporale, Natalia] Univ Calif Davis, Dept Neurobiol Physiol & Behav, 1 Shields Ave, Davis, CA 95616 USA',\n",
       " '[Cipollone, Kristin] Ball State Univ, Curriculum & Instruct Elementary Educ, Muncie, IN 47306 USA; [Stich, Amy E.] Univ Georgia, Inst Higher Educ, Higher Educ, Athens, GA 30602 USA; [Weis, Lois] Univ Buffalo State Univ New York, Buffalo, NY USA',\n",
       " '[Kim, Yuran; Jeon, Jaedon] Kyungpook Natl Univ, Grad Sch, Dept Sci Educ, Daegu 41566, South Korea; [Eom, Jooyoung; Lee, Hyonyong] Kyungpook Natl Univ, Dept Earth Sci Educ, Daegu 41566, South Korea',\n",
       " '[Spyropoulou, Natalia; Glaroudis, Dimitrios; Lossifides, Athanasios; Zaharakis, Ioannis D.] Comp Technol Inst & Press CTI Diophantus, Patras, Greece',\n",
       " '[John, Temitope M.; Badejo, Joke A.; Popoola, Segun I.; Atayero, Aderemi A.] Covenant Univ, Dept Elect & Informat Engn, Ota, Ogun State, Nigeria; [Omole, David O.] Covenant Univ, Dept Civil Engn, Ota, Ogun State, Nigeria; [Odukoya, Jonathan A.] Covenant Univ, Dept Psychol, Ota, Ogun State, Nigeria; [Ajayi, Priscilla O.; Aboyade, Mary] Covenant Univ, Ctr Syst & Informat Serv, Ota, Ogun State, Nigeria; [John, Temitope M.; Badejo, Joke A.; Popoola, Segun I.; Omole, David O.; Odukoya, Jonathan A.; Ajayi, Priscilla O.; Aboyade, Mary; Atayero, Aderemi A.] Covenant Univ, Covenant Univ Data Analyt Cluster, Ota, Ogun State, Nigeria',\n",
       " '[Han, Nuri; Nam, Younkyeong] Pusan Natl Univ, Dept Earth Sci Educ, Busan 46241, South Korea',\n",
       " '[Chen, Baiyun; Bastedo, Kathleen; Howard, Wendy] Univ Cent Florida, Ctr Distributed Learning, Orlando, FL 32816 USA',\n",
       " '[Djonko-Moore, Cara M.] Univ Tennessee, Dept Child & Family Studies, Early Childhood Educ, Knoxville, TN USA; [Leonard, Jacqueline; Almughyirah, Sultan M.] Univ Wyoming, Sch Teacher Educ, Math Educ, Laramie, WY 82071 USA; [Almughyirah, Sultan M.] Univ Wyoming, Curriculum & Instruct Program, Laramie, WY 82071 USA; [Holifield, Quintaniay] US Forest Serv, USDA, Baltimore, MD USA; [Bailey, Elsa B.] Elsa Bailey Consulting, San Francisco, CA USA',\n",
       " '[Smith, Caroline; Watson, Jane] Univ Tasmania, Cradle Coast Campus, Burnie, Tas 7320, Australia',\n",
       " '[Cevik, Mustafa] Karamanoglu Mehmetbey Univ, Fac Educ, Karaman, Turkey',\n",
       " '[Knipprath, Heidi] Univ Leuven, KU Leuven, Res Inst Work & Soc, HIVA, Leuven, Belgium',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '[Leshner, Alan I.] Amer Assoc Advancement Sci, Washington, DC 20005 USA',\n",
       " '[Cadaret, Caitlin N.; Yates, Dustin T.] Univ Nebraska, Dept Anim Sci, Lincoln, NE USA',\n",
       " '[Kim, Nam Ju] Univ Miami, Dept Teaching & Learning, Coral Gables, FL 33124 USA; [Belland, Brian R.; Walker, Andrew E.] Utah State Univ, Dept Instruct Technol & Learning Sci, Logan, UT 84322 USA',\n",
       " '[Love, Tyler S.] Univ Maryland Eastern Shore, Thomas Briggs Arts & Tech Ctr, Suite 110,Room 122, Princess Anne, MD 21853 USA; [Wells, John G.] Virginia Tech, 317 War Mem Hall 0313, Blacksburg, VA 24060 USA',\n",
       " '[Beymer, Patrick N.; Rosenberg, Joshua M.; Schmidt, Jennifer A.] Michigan State Univ, Dept Counseling Educ Psychol & Special Educ, Erickson Hall,620 Farm Lane Rm 447, E Lansing, MI 48824 USA; [Naftzger, Neil J.] Aftersch & Youth Dev Amer Inst Res, 1120 E Diehl Rd,Suite 200, Naperville, IL 60563 USA',\n",
       " '[Ballen, Cissy J.; Thompson, Seth K.; Blum, Jessamina E.; Cotner, Sehoya] Univ Minnesota, Dept Biol Teaching & Learning, Minneapolis, MN 55455 USA; [Thompson, Seth K.] Univ Minnesota, Dept Water Resources, Minneapolis, MN 55455 USA; [Newstrom, Nicholas P.] Univ Minnesota, Program Human Sexual, Minneapolis, MN 55455 USA',\n",
       " '[Saw, Guan] Univ Texas San Antonio, Dept Educ Psychol, 501 W Cesar E Chavez Blvd, San Antonio, TX 78207 USA; [Chang, Chi-Ning] Texas A&M Univ, Dept Educ Psychol, Res Measurement & Stat Program, College Stn, TX 77843 USA',\n",
       " '[Harris, Anne; de Bruin, Leon R.] Monash Univ, Dept Educ, 29 Ancora Imparo Way, Melbourne, Vic, Australia',\n",
       " '[Lynch, Sharon J.; Ford, Michael; Han, Edmund] George Washington Univ, Dept Curriculum & Pedag, Washington, DC USA; [Burton, Erin Peters] George Mason Univ, Div Educ Psychol Res Methods & Educ Policy, Fairfax, VA 22030 USA; [Behrend, Tara] George Washington Univ, Dept Org Sci & Commun, Washington, DC USA; [House, Ann] SRI Menlo Pk, Menlo Pk, CA USA; [Spillane, Nancy] West Virginia Univ, WVUteach Program, Ctr Excellence STEM Educ, Morgantown, WV USA; [Matray, Shari] George Washington Univ, Dept Counseling & Human Dev, Washington, DC USA; [Means, Barbara] Learning Sci Res Digital Promise, Redwood City, CA USA',\n",
       " '[McNeely, Connie L.] George Mason Univ, Fairfax, VA 22030 USA; [McNeely, Connie L.] George Mason Univ, Publ Policy, Fairfax, VA 22030 USA; [McNeely, Connie L.] George Mason Univ, Ctr Sci Technol & Innovat Policy, Fairfax, VA 22030 USA; [McNeely, Connie L.] George Mason Univ, Ctr Educ Policy & Evaluat, Fairfax, VA 22030 USA; [Fealing, Kaye Husbands] Georgia Inst Technol, Sch Publ Policy, Atlanta, GA USA',\n",
       " '[Woodgate, Fiona] New Zealand Tertiary Coll, Auckland, New Zealand',\n",
       " '[Garibay, Juan C.] Univ Virginia, Curry Sch Educ, Charlottesville, VA 22903 USA',\n",
       " '[Fletcher, J. D.] Inst Def Anal, Sci & Technol Div, 4850 Mark Ctr Dr, Alexandria, VA 22311 USA',\n",
       " '[Auerbach, Anna Jo J.; Andrews, Tessa C.] Univ Georgia, Dept Genet, 120 East Green St, Athens, GA 30602 USA',\n",
       " '[Craig, Scotty D.] Arizona State Univ, Human Syst Engn, 7271 E Sonoran Arroyo Mall,Santa Catalina Hall, Mesa, AZ 85212 USA; [Graesser, Arthur C.] Univ Memphis, Inst Intelligent Syst, Memphis, TN 38152 USA; [Perez, Ray S.] Off Naval Res, Warfighter Performance Dept, Arlington, VA 22217 USA',\n",
       " '[Holmes, Kathryn] Western Sydney Univ, Sch Educ, Sydney, NSW, Australia; [Gore, Jennifer; Smith, Max; Lloyd, Adam] Univ Newcastle, Sch Educ, Newcastle, NSW, Australia',\n",
       " '[Han, Guang; Martin, Robert A.] Iowa State Univ, Dept Agr Educ & Studies, Ames, IA 50011 USA',\n",
       " '[Jung, Sung Eun] Univ Georgia, Dept Educ Theory & Practice, Athens, GA 30602 USA; [Won, Eun-sok] Mokwon Univ, Dept Liberal Arts Educ, Daejeon 35349, South Korea',\n",
       " '[Thibaut, Lieve; Knipprath, Heidi] Katholieke Univ Leuven, Res Grp Educ & Labour Mkt, Res Inst Work & Soc HIVA, Pk Str 47 Box 5300, B-3000 Leuven, Belgium; [Dehaene, Wim] Katholieke Univ Leuven, Dept Elect Engn ESAT, MICAS, Microelect & Sensors, Kasteelpk Arenberg 10 Box 2443, B-3001 Leuven, Belgium; [Depaepe, Fien] Katholieke Univ Leuven, Fac Psychol & Educ Sci, Ctr Instruct Psychol & Technol, Dekenstr 2 Box 3773, B-3000 Leuven, Belgium',\n",
       " '[Romulo, Chelsie L.] Univ Northern Colorado, Environm & Sustainabil Studies, 501 20th St, Greeley, CO 80639 USA; [Raoufi, Arzo] George Mason Univ, Dept Biol, Fairfax, VA 22030 USA; [Largen, Kim] George Mason Univ, Dept Environm Sci & Policy, Fairfax, VA 22030 USA; [Schwebach, J. Reid] George Mason Univ, COS High Sch Outreach & Recruitment, Fairfax, VA 22030 USA; [Schwebach, J. Reid] George Mason Univ, Governors Sch Innovat Pk, Dept Biol, Fairfax, VA 22030 USA',\n",
       " '[Peters-Burton, Erin] George Mason Univ, Sci Educ, Fairfax, VA 22030 USA',\n",
       " '[Delahunty, Thomas] Univ Nebraska, Lincoln, NE 68588 USA; [Seery, Niall] Athlone Inst Technol, Athlone, Ireland; [Seery, Niall] KTH Royal Inst Technol, Stockholm, Sweden; [Lynch, Raymond] Univ Limerick, Limerick, Ireland',\n",
       " '[Malachowski, Mitchell] Univ San Diego, San Diego, CA 92110 USA',\n",
       " '[Chaytor, Jennifer; Karpovich, David; Cole, Adrianne] Saginaw Valley State Univ, Saginaw, MI USA',\n",
       " '[Corbo, Joel; Quan, Gina] Univ Colorado, Ctr STEM Learning, Boulder, CO 80309 USA; [Ngai, Courtney; Pilgrim, Mary] Colorado State Univ, Math, Ft Collins, CO 80523 USA; [Reinholz, Daniel] San Diego State Univ, Math, San Diego, CA 92182 USA; [Falkenberg, Karen] Colorado State Univ, Inst Learning & Teaching, Ft Collins, CO 80523 USA; [Wise, Sarah] Univ Colorado, Acad Technol Design Team, Boulder, CO 80309 USA',\n",
       " '[Kelleher, Clarice; Turnpenny, Benjamin] SUNY Binghamton, Chem, Vestal, NY 13850 USA; [Silva, Alexsandra] SUNY Binghamton, Dept Chem, Binghamton, NY USA',\n",
       " '[Karukstis, Kerry] Harvey Mudd Coll, Claremont, CA 91711 USA; [Malachowski, Mitchell] Univ San Diego, San Diego, CA 92110 USA',\n",
       " '[Robinson, Leslie; Carlson, Philip; Bishop, G. Reid] Belhaven Univ, Chem, Jackson, MS USA',\n",
       " '[Weaver, Gabriela] Univ Massachusetts, Chem, Amherst, MA 01003 USA; [Weaver, Gabriela] Univ Massachusetts, Inst Teaching Excellence & Fac Dev, Amherst, MA 01003 USA',\n",
       " '[Martin-Ramos, Pablo] Univ Zaragoza, EPS, Carretera Cuarte S-N, Huesca 22071, Spain; [Joao Lopes, Maria; Margarida Lima da Silva, M.; Gomes, Pedro E. B.] Univ Coimbra, JeKnowledge, Rua Largo, P-3004516 Coimbra, Portugal; [Martin-Ramos, Pablo; Pereira da Silva, Pedro S.; Ramos Silva, Manuela] Univ Coimbra, Dept Phys, CFisUC, Rua Larga, P-3004516 Coimbra, Portugal; [Domingues, Jose P. P.] Univ Coimbra, IBILI, Biomed Inst Res Light & Image, P-3000548 Coimbra, Portugal',\n",
       " '[Mullet, Dianna R.] Univ North Texas, Doctorate Educ Psychol, Denton, TX 76203 USA; [Kettler, Todd] Univ North Texas, Educ Psychol, Denton, TX 76203 USA; [Sabatini, AnneMarie] Univ North Texas, Texas Acad Math & Sci, Denton, TX 76203 USA',\n",
       " '[Persaud-Sharma, Dharam; Burns, Joseph] Florida Int Univ, Herbert Wertheim Coll Med, Miami, FL 33199 USA',\n",
       " '[Ellison, Scott] Univ Northern Iowa, Dept Educ Psychol & Fdn, McCollum Sci Hall 237, Cedar Falls, IA 50614 USA; [Allen, Ben] Oak Ridge Natl Lab, Biol & Environm Res Informat Syst, POB 2008,MS6335, Oak Ridge, TN 37831 USA',\n",
       " '[Mulligan, Joanne; Mitchelmore, Michael] Macquarie Univ, Dept Educ Studies, Sydney, NSW 2109, Australia; [Woolcott, Geoffrey] Southern Cross Univ, Sch Educ, East Lismore, NSW 2480, Australia; [Davis, Brent] Univ Calgary, Werklund Sch Educ, Calgary, AB T2N 1N4, Canada',\n",
       " '[Bazelais, Paul; Doleck, Tenzin] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada',\n",
       " '[Barak, Moshe; Assal, Muhammad] Ben Gurion Univ Negev, Dept Sci & Technol Educ, IL-84105 Beer Sheva, Israel',\n",
       " '[Vakil, Sepehr] Univ Texas Austin, STEM Educ, Austin, TX 78712 USA',\n",
       " '[Tay, Juliana; Salazar, Alissa; Lee, Hyeseong] Purdue Univ, 100 N Univ St, W Lafayette, IN 47907 USA',\n",
       " '[Ihrig, Lori M.; Assouline, Susan G.] Univ Iowa, 600 Blank Honors Ctr, Iowa City, IA 52242 USA; [Lane, Erin] Univ Iowa, Counselor Educ & Supervis, Iowa City, IA 52242 USA; [Mahatmya, Duhita] Univ Iowa, Coll Educ, Iowa City, IA 52242 USA',\n",
       " '[Dare, Emily A.; Ellis, Joshua A.] Michigan Technol Univ, 1400 Townsend Dr, Houghton, MI 49931 USA; [Roehrig, Gillian H.] Univ Minnesota, 1954 Buford Ave, St Paul, MN 55108 USA',\n",
       " '[Schwartz, James S. J.] Wichita State Univ, Dept Philosophy, 1845 N Fairmont, Wichita, KS 67260 USA',\n",
       " '[Howie, Peter] Nazarbayev Univ, Grad Sch Publ Policy, Econ, Astana, Kazakhstan',\n",
       " '[Hill-Cunningham, P. Renee; Mott, Michael S.; Hunt, Anna-Blair] Univ Mississippi, Sch Educ, University, MS 38677 USA',\n",
       " '[Ong, Maria; Smith, Janet M.; Ko, Lily T.] TERC, 2067 Massachusetts Ave, Cambridge, MA 02140 USA',\n",
       " '[Xu, Yonghong Jade] Univ Memphis, Counseling Educ Psychol & Res, Ball Hall 100, Memphis, TN 38152 USA',\n",
       " '[Jagannathan, Radha; Delacalle, Maia] Rutgers State Univ, Bloustein Sch Planning 8 Publ Policy, New Brunswick, NJ 08901 USA; [Camasso, Michael J.] Rutgers State Univ, Sch Environm & Biol Sci, New Brunswick, NJ USA',\n",
       " '[Young, Jamaal] Univ North Texas, Coll Educ, Denton, TX 76203 USA; [Capraro, Mary Margaret; Capraro, Robert] Texas A&M Univ, Coll Educ, Dept Teaching Learning & Culture, College Stn, TX 77843 USA; [Cason, Marti] Texas A&M Univ, Coll Educ, Dept Teacher Educ & Adm, College Stn, TX 77843 USA',\n",
       " '[Brace, Jennifer L.; Beitel, Greg J.] Northwestern Univ, Dept Mol Biosci, Evanston, IL USA; [Baiduc, Rachael R.] Univ Colorado, Dept Speech Language & Hearing Sci, Boulder, CO 80309 USA; [Drane, Denise L.] Northwestern Univ, Searle Ctr Advancing Learning & Teaching, Evanston, IL USA; [Flores, Luke C.] Northwestern Univ, Weinberg Coll Arts & Sci, Evanston, IL USA; [Lo, Stanley M.] Univ Calif San Diego, Div Biol Sci, La Jolla, CA 92093 USA; [Lo, Stanley M.] Univ Calif San Diego, Program Math & Sci Educ, La Jolla, CA 92093 USA',\n",
       " '[Anisimova, Tatyana Ivanovna] Kazan Fed Univ, Yelabuga Inst, Dept Math & Appl Informat, Yelabuga, Russia; [Shatunova, Olga Vasilyevna] Kazan Fed Univ, Yelabuga Inst, Dept Educ, Yelabuga, Russia; [Sabirova, Fairuza Musovna] Kazan Fed Univ, Yelabuga Inst, Dept Phys, Yelabuga, Russia',\n",
       " '[Huet, Isabel] Kingston Univ, Ctr Higher Educ Res & Practice, Kingston Upon Thames, Surrey, England',\n",
       " '[Weiner, Steven] Arizona State Univ, Sch Future Innovat Soc, 1120 South Cady Mall, Tempe, AZ 85287 USA; [Lande, Micah; Jordan, Shawn] Arizona State Univ, Ira A Fulton Sch Engn, Polytech Sch, 7171 E Sonoran Arroyo Mall, Mesa, AZ 85212 USA',\n",
       " '[Goodnough, Karen] Mem Univ Newfoundland, Fac Educ, St John, NF A1E 3X8, Canada',\n",
       " '[Essex, Jane] Univ Strathclyde, Sch Educ, 141 St James Rd, Glasgow G4 0LT, Lanark, Scotland; [Haxton, Katherine] Univ Keele, Dept Chem, Newcastle Under Lyme, England',\n",
       " '[Fernandez-Limon, Claudia] Museo Acero Horno3, Monterrey, Mexico; [Manuel Fernandez-Cardenas, Juan] Tecnol Monterrey, Monterrey, Mexico; [Gomez Galindo, Alma Adrianna] Cinvestav Monterrey, Apodaca, Mexico',\n",
       " '[Gudino Paredes, Sandra] Tecnol Monterrey, Sch Humanities & Educ, Monterrey, NL, Mexico',\n",
       " '[Lamb, Richard; Walker, Heather; Deviller, Nicole; Hoston, Douglas] SUNY Buffalo, Dept Instruct & Learning, Buffalo, NY USA; [Annetta, Leonard] East Carolina Univ, Dept Math Sci & Instruct Technol Educ, Greenville, NC 27858 USA; [Vallett, David] Univ Nevada, Dept Teaching & Learning, Las Vegas, NV 89154 USA; [Firestone, Jonah] Washington State Univ, Dept Teaching & Learning, Pullman, WA 99164 USA; [Schmitter-Edgecombe, Maureen] Washington State Univ, Dept Clin Psychol, Pullman, WA 99164 USA',\n",
       " '[Ridgeway, Becky; Brown, Virginia] Univ Maryland Extens, College Pk, MD 20742 USA',\n",
       " '[Tajmel, Tanja] Univ Educ Upper Austria, Linz, Austria; [Salzmann, Ingo] Concordia Univ, Dept Phys, Dept Chem & Biochem, Montreal, PQ, Canada; [Salzmann, Ingo] Humboldt Univ, Dept Phys, Berlin, Germany; [Salzmann, Ingo] Univ Tokyo, Inst Solid State Phys, Chiba, Japan',\n",
       " '[Goy, Siew Ching] Univ Malaysia, Fac Social Sci, Sarawak, Malaysia; [Wong, Yut Lin] Univ Malaya, Dept Social & Prevent Med, Kuala Lumpur, Malaysia; [Low, Wah Yun] Univ Malaya, Fac Med, Kuala Lumpur, Malaysia; [Noor, Siti Nurani Mohd; Azizan, SuzanaAriff; Hasbullah, Maisarah] Univ Malaya, Dept Sci & Technol, Fac Sci, Kuala Lumpur, Malaysia; [Fazli-Khalaf, Zahra] Int Med Univ, Div Psychol, Kuala Lumpur, Malaysia; [Onyeneho, Nkechi] Univ Nigeria, Dept Sociol & Anthropol, Nsukka, Nigeria; [Daniel, Esther] Univ Malaya, Dept Math & Sci Educ, Fac Educ, Kuala Lumpur, Malaysia; [GinikaUzoigwe, Anthonia] Univ Malaya, Kuala Lumpur, Malaysia',\n",
       " '[Bela, Talovskaia M.] Natl Res Univ Higher Sch Econ, Inst Educ, Moscow, Russia',\n",
       " '[Beason-Abmayr, Beth] Rice Univ, Dept BioSci, MS 140,POB 1892, Houston, TX 77251 USA; [Wilson, Jennifer Shade] Rice Univ, Ctr Written Oral & Visual Commun, Houston, TX 77005 USA',\n",
       " '[Marshall, Jill A.] Univ Texas Austin, UTeach Secondary STEM Teacher Preparat Program, Austin, TX 78712 USA; [Marshall, Jill A.] Univ Texas Austin, STEM Educ Grp, Austin, TX 78712 USA; [Harron, Jason R.] Univ Texas Austin, Austin, TX 78712 USA',\n",
       " '[Sardesai, Aditya N.; Segel, Xavier M.; Baumholtz, Matthew N.; Chen, Yiheng; Sun, Ruhao; Schork, Bram W.; Buonocore, Richard; Wagner, Kyle O.; Golecki, Holly M.] Haverford Sch, 450 Lancaster Ave, Haverford, PA 19041 USA',\n",
       " '[Ring-Whalen, Elizabeth] St Catherine Univ, Dept Educ, 2004 Randolph Ave, St Paul, MN 55105 USA; [Dare, Emily] Michigan Technol Univ, Dept Cognit & Learning Sci, 1400 Townsend Dr, Houghton, MI 49931 USA; [Roehrig, Gillian; Titu, Preethi; Crotty, Elizabeth] Univ Minnesota, STEM Educ Ctr, 1954 Buford Ave, St Paul, MN 55108 USA',\n",
       " \"[Casqueria Coelho Gabriel, Barbara Filipa; Valente, Robertt; Dias-de-Oliveira, Joao Alexandre; Santos Neto, Victor Fernando; D'Orey De Andrade-Campos, Antonio Gill] Univ Aveiro, Dept Mech Engn, SEE Grp, Aveiro, Portugal\",\n",
       " '[London, Jeremi S.; Mckenna, Ann; Huang, Wen] Arizona State Univ, Polytech Sch, Sch Engn, Mesa, AZ 85212 USA; [Molnar, Andreea] Univ Portsmouth, Portsmouth, Hants, England; [Cruz, Samantha N.] Arizona State Univ, Dept Counseling Psychol, Coll Integrat Sci & Arts, Tempe, AZ 85287 USA',\n",
       " '[London, Jeremi] Arizona State Univ, Fulton Sch Engn, 7171 E Sonoran Arroyo Mall,Peralta Hall 330H, Mesa, AZ 85212 USA',\n",
       " '[Carvalho Da Costa, Luciano Andreatta] Univ Estadual Rio Grande do Sul, Porto Alegre Campus,Av Bento Goncalves 8855, BR-91540000 City Of Porto Alegre, State Of Rio Gr, Brazil; [Baptista Cabral, Tania Cristina; Santos, Fabricia Damando] Univ Estadual Rio Grande do Sul, Rua Santa Maria 2300, BR-92500000 City Of Guaiba, State Of Rio Gr, Brazil; [Baptista Cabral, Tania Cristina] Pontificia Univ Catolica Rio Grande do Sul, Ave Ipiranga 6681,Predio 30,Bloco C,Sala 104, City Of Porto Alegre, State Of Rio Gr, Brazil',\n",
       " '[DeCoito, Isha] Western Univ, Curriculum Studies, London, ON, Canada; [Myszkal, Philip] Univ Toronto, Ontario Inst Studies Educ, Curriculum Teaching & Learning, Toronto, ON, Canada',\n",
       " '[Khanaposhtani, Maryam Ghadiri; Gottesman, Benjamin L.; Pijanowski, Bryan] Purdue Univ, Ctr Soundscapes, W Lafayette, IN 47907 USA; [Khanaposhtani, Maryam Ghadiri; Gottesman, Benjamin L.; Pijanowski, Bryan] Purdue Univ, Dept Forestry & Nat, Suite B066,Mann Hall,203 South Martin Jischke Dr, W Lafayette, IN 47907 USA; [Khanaposhtani, Maryam Ghadiri] Environm Learning Ctr, 255 Live Dr, Vero Beach, FL 32963 USA; [Liu, ChangChia James] Purdue Univ, Dept Educ Studies, W Lafayette, IN 47907 USA; [Shepardson, Daniel] Purdue Univ, Dept Curriculum & Instruct & Earth Atmospher & Pl, W Lafayette, IN 47907 USA',\n",
       " '[Vennix, Johanna; Taconis, Ruurd] Tech Univ Eindhoven, Eindhoven Sch Educ, POB 513, NL-5600 MB Eindhoven, Netherlands; [den Brok, Perry] Wageningen Univ & Res, Educ & Learning Sci, Wageningen, Netherlands',\n",
       " '[Overbey, Tracey A.; Dotson, Daniel S.] Ohio State Univ Lib, Columbus, OH 43210 USA; [LaBadie, Molly Meyers] Worthington Lib, Worthington, OH USA',\n",
       " '[Bartholomew, Scott R.] Purdue Univ, W Lafayette, IN 47907 USA; [Nadelson, Louis S.] Colorado Mesa Univ, Grand Junction, CO USA; [Reeve, Edward M.] Utah State Univ, Technol & Engn Educ, Logan, UT 84322 USA; [Goodridge, Wade H.] Utah State Univ, Engn Educ, Logan, UT 84322 USA',\n",
       " '[Ariyo, Oluwunmi] Durham Tech Community Coll, Publ Sch Programs, Durham, NC 27703 USA; [Hagler, Ashely; Armstrong, Melissa; Woodson, Heather Miller] Gaston Coll, Dallas, NC USA',\n",
       " '[Morze, Nataliia V.] Borys Grinchenko Kyiv Univ, Pedag Sci, Kiev, Ukraine; [Morze, Nataliia V.] Borys Grinchenko Kyiv Univ, Kiev, Ukraine; [Morze, Nataliia V.] Borys Grinchenko Kyiv Univ, Natl Acad Educ Sci Ukraine, Kiev, Ukraine; [Morze, Nataliia V.] Borys Grinchenko Kyiv Univ, Informat Technol, Kiev, Ukraine; [Gladun, Mariia A.] Borys Grinchenko Kyiv Univ, Chair Informat Technol & Math Sci, Kiev, Ukraine; [Dziuba, Serhii M.] Comp Sci Educ Complex 141 ORT, Kiev, Ukraine',\n",
       " '[Chen, Grace A.] Vanderbilt Univ, Peabody Coll Educ, 221 Kirkland Hall, Nashville, TN 37235 USA; [Buell, Jason Y.] Univ Colorado, Sch Educ, Boulder, CO 80309 USA',\n",
       " '[Schwartz-DuPre, Rae Lynn; Parmett, Helen Morgan] Western Washington Univ, Dept Commun Studies, Bellingham, WA 98225 USA; [Parmett, Helen Morgan] Univ Vermont, Dept Theatre, Burlington, VT USA',\n",
       " '[Cohen, Benjamin] Ctr Sch & Communities, 275 Grandview Ave,Suite 200, Camp Hill, PA 17011 USA',\n",
       " '[York, Emily] James Madison Univ, Sch Integrated Sci, Harrisonburg, VA 22807 USA',\n",
       " '[Simunovic, Mara; Burusic, Josip] Ivo Pilar Inst Social Sci, Zagreb, Croatia; [Ercegovac, Ina Reic] Univ Split, Fac Humanities & Social Sci, Split, Croatia',\n",
       " '[Young, Anna M.] Otterbein Univ, Dept Biol & Earth Sci, 1 South Grove St, Westerville, OH 43081 USA; [Wendel, Paul J.] Otterbein Univ, Dept Educ, Westerville, OH USA; [Esson, Joan M.] Otterbein Univ, Dept Chem, Westerville, OH USA; [Plank, Kathryn M.] Otterbein Univ, Ctr Teaching & Learning, Westerville, OH USA; [Plank, Kathryn M.] Otterbein Univ, Dept Educ, Westerville, OH USA',\n",
       " '[Zaher, Ashraf A.; Damaj, Issam W.] Amer Univ Kuwait, Comp Engn, Safat, Kuwait',\n",
       " '[Ireland, Danyelle T.] Univ Maryland Baltimore Cty, Ctr Women Technol, Baltimore, MD 21228 USA; [Freeman, Kimberley Edelin] Howard Univ, Educ Psychol, Washington, DC 20059 USA; [Freeman, Kimberley Edelin] Howard Univ, Sch Educ, Dept Human Dev & Psychoeduc Studies, Washington, DC 20059 USA; [Winston-Proctor, Cynthia E.] Howard Univ, Dept Psychol, Psychol, Washington, DC 20059 USA; [DeLaine, Kendra D.] Howard Univ, Educ Psychol Program, Washington, DC 20059 USA; [Lowe, Stacey McDonald] Howard Univ, Dept Human Dev & Psychoeduc Studies, Washington, DC 20059 USA; [Woodson, Kamilah M.] Howard Univ, Dept Human Dev & Psychoeduc Studies, Counseling Psychol, Sch Educ, Washington, DC 20059 USA',\n",
       " '[Selwitz, Jason L.] Walla Walla Community Coll, Dept Energy Syst Technol, 500 Tausick Way, Walla Walla, WA 99362 USA; [Ahring, Birgitte] Washington State Univ Tricities, Dept Chem Engn & Biol Syst Engn, Richland, WA USA; [Garcia-Perez, Manuel] Washington State Univ, Dept Biol Syst Engn, Pullman, WA 99164 USA; [Morrison, Judith] Washington State Univ Tricities, Dept Educ, Richland, WA USA',\n",
       " '[Jones, Lewis C. R.; Tyrer, John R.] Loughborough Univ Technol, Wolfson Sch Mech Elect & Mfg Engn, Loughborough, Leics, England; [McDermott, Hilary J.] Loughborough Univ Technol, Sch Sport Exercise & Hlth Sci, Psychol, Loughborough, Leics, England; [Zanker, Nigel P.] Loughborough Univ Technol, Loughborough Design Sch, Loughborough, Leics, England',\n",
       " '[Heuring, Jeanna] Univ Toledo, Coll Educ, CIGI, 2801 W Bancroft St, Toledo, OH 43606 USA',\n",
       " \"[O'Byrne, W. Ian; Radakovic, Nenad; Hunter-Doniger, Tracey; Fox, Madison; Kern, Reggie; Parnell, Stephanie] Coll Charleston, 66 George St, Charleston, SC 29424 USA\",\n",
       " '[Yildirim, Bekir] Mus Alparslan Univ, Dept Math & Sci Educ, Educ Fac, Mus, Turkey; [Sidekli, Sabri] Mugla Sitki Kocman Univ, Dept Primary Educ, Educ Fac, Mugla, Turkey',\n",
       " '[Malhotra, Yogesh] Global Risk Management Network LLC, Cornell Business & Technol Pk, Ithaca, NY 14852 USA',\n",
       " '[Steele, Astrid; Ashworth, Elizabeth L.] Nipissing Univ, North Bay, ON, Canada',\n",
       " '[Craig, Cheryl J.] Texas A&M Univ, Dept Teaching Learning & Culture, 308 Harrington Tower, College Stn, TX 77843 USA; [Verma, Rakesh] Univ Houston, Dept Comp Sci, Houston, TX 77204 USA; [Stokes, Donna] Univ Houston, Dept Phys, Houston, TX USA; [Evans, Paige] Univ Houston, Dept Math, Houston, TX 77204 USA; [Abrol, Bobby] Univ Houston, Dept Curriculum & Instruct, Houston, TX USA',\n",
       " '[Cukurova, Mutlu] UCL, UCL Inst Educ, UCL Knowledge Lab, London, England; [Bennett, Judith] Univ York, Dept Educ, York, N Yorkshire, England; [Abrahams, Ian] Univ Lincoln, Sch Educ, Lincoln, England',\n",
       " '[Toma, Radu Bogdan; Greca, Ileana M.] Univ Burgos, Dept Didact Especif, Burgos, Spain',\n",
       " '[Barelli, Eleonora; Tasquier, Giulia; Levrini, Olivia] Alma Mater Studiorum Univ Bologna, Bologna, Italy; [Branchetti, Laura] Univ Parma, Parma, Italy; [Albertazzi, Luca] Municipal Dozza, Bologna, Italy',\n",
       " '[Jeannis, Hervens; Joseph, James; Goldberg, Mary; Seelman, Katherine; Schmeler, Mark; Cooper, Rory A.] Univ Pittsburgh, Dept Rehabil Sci & Technol, Pittsburgh, PA 15213 USA; [Jeannis, Hervens; Joseph, James; Goldberg, Mary; Cooper, Rory A.] Dept Vet Affairs, Human Engn Res Labs, Pittsburgh, PA USA',\n",
       " '[Adkins, Sarah J.; Rock, Rachel K.; Morris, J. Jeffrey] Univ Alabama Birmingham, Dept Biol, 1300 Univ Blvd,CH464D, Birmingham, AL 35294 USA',\n",
       " '[Crawford, Melissa B.; Warner, Isiah M.] Louisiana State Univ, Off Strateg Initiat, Baton Rouge, LA 70803 USA; [Wilson-Kennedy, Zakiya S.; Thomas, Gloria A.; Gilman, Samuel D.; Warner, Isiah M.] Louisiana State Univ, Dept Chem, Baton Rouge, LA 70803 USA; [Wilson-Kennedy, Zakiya S.] Louisiana State Univ, Coll Sci, Baton Rouge, LA 70803 USA; [Thomas, Gloria A.] Louisiana State Univ, Ctr Acad Success, Baton Rouge, LA 70803 USA',\n",
       " '[Burgos, Daniel; Corbi, Alberto] Univ Int La Rioja UNIR, UNIR Res, Madrid, Spain',\n",
       " '[Akcaoglu, Mete] Georgia Southern Univ, Dept Leadership Technol & Human Dev, 275 COE Dr,Room 3113, Statesboro, GA 30461 USA; [Rosenberg, Joshua M.] Michigan State Univ, Dept Counseling Educ Psychol & Special Educ, E Lansing, MI 48824 USA; [Schwarz, Christina V.] Michigan State Univ, Dept Teacher Educ, E Lansing, MI 48824 USA; [Ranellucci, John] Hunter Coll, Dept Educ Fdn & Counseling, New York, NY USA',\n",
       " '[Fendos, Justin] Fudan Univ, Tan Sch, Shanghai, Peoples R China',\n",
       " '[Sadler, Kirsten; Eilam, Efrat; Barry, Fiachra] Victoria Univ, Coll Educ, POB 14428, Melbourne, Vic 8001, Australia; [Bigger, Stephen W.] Victoria Univ, Coll Engn & Sci, Melbourne, Vic, Australia',\n",
       " '[Tsai, Huei-Yin] Natl Kaohsiung Normal Univ, Kaohsiung, Taiwan; [Chung, Chih-Chao] Kaomei Jr Coll Hlth Care & Management, Kaohsiung, Taiwan; [Lou, Shi-Jer] Natl Pingtung Univ Sci & Technol, Pingtung, Taiwan',\n",
       " '[diSessa, Andrea A.] Univ Calif Berkeley, Berkeley, CA 94720 USA',\n",
       " '[Makino, Masato; Takamatsu, Kyuichiro; Shiratori, Atsuki; Saito, Azusa; Sakai, Kazuyuki; Furukawa, Hidemitsu] Yamagata Univ, Dept Mech Syst Engn, 4-3-16 Jonan, Yonezawa, Yamagata 9928510, Japan; [Makino, Masato; Takamatsu, Kyuichiro; Saito, Azusa; Sakai, Kazuyuki; Furukawa, Hidemitsu] Yamagata Univ, Life Printing Innovat Ctr LPIC 3D, 4-3-16 Jonan, Yonezawa, Yamagata 9928510, Japan; [Suzuki, Kodai] Yamagata Prefectural Yonezawa Kojokan High Sch, 1101 Sasano, Yonezawa, Yamagata 9921443, Japan',\n",
       " '[Castro-Felix, Elvia] Monterrey Inst Technol & Higher Educ, Dept Engn & Sci, San Luis Potosi, Mexico; [Daniels, Harry] Univ Oxford, Dept Educ, Oxford, England',\n",
       " '[Aslam, Farzana; Bagiya, Yamuna] Coventry Univ, Sch Comp Elect & Math, Coventry, W Midlands, England; [Adefila, Arinola] Coventry Univ, Ctr Global Learning Educ & Attainment, Coventry, W Midlands, England; [Bagiya, Yamuna] De Montfort Univ, Maths Learning Ctr, Leicester, Leics, England',\n",
       " '[Watermeyer, Richard; Montgomery, Catherine] Univ Bath, Dept Educ, Bath, Avon, England',\n",
       " '[Salinas Martinez, N. Patricia; Quintero Rodriguez, Eliud] Tecnol Monterrey, Dept Math, Monterrey, Mexico',\n",
       " '空缺值',\n",
       " '[Montgomery, Catherine] Univ Bath, Dept Educ, Bath, Avon, England; [Manuel Fernandez-Cardenas, Juan] Tecnol Monterrey, Monterrey, Mexico',\n",
       " '[Mestre, Jose P.; Herman, Geoffrey L.] Univ Illinois, Champaign, IL 61820 USA; [Cheville, Alan] Bucknell Univ, Lewisburg, PA 17837 USA',\n",
       " '[Simoniello, Christina] Texas A&M Univ, College Stn, TX 77843 USA; [Simoniello, Christina; Watson, Stephanie] Gulf Mexico Coastal Ocean Observing Syst, College Stn, TX 77843 USA',\n",
       " '[Grout, Ian] Univ Limerick, Dept Elect & Comp Engn, Limerick V94 T9PX, Ireland',\n",
       " '[LaForce, Melanie; Noble, Elizabeth] Univ Chicago, UChicago STEM Educ, Outlier Res & Evaluat, 1427 E 60th St, Chicago, IL 60637 USA; [Blackwell, Courtney] Northwestern Univ, Feinberg Sch Med, 633 N St Clair, Evanston, IL 60611 USA',\n",
       " '[Hoeg, Darren] Univ Alberta, Fac Educ, Edmonton, AB, Canada; [Bencze, Larry] Univ Toronto, Ontario Inst Studies Educ, Sci Educ, Toronto, ON, Canada',\n",
       " '[Junaidi, Muhammad Imran Mohd; Zain, Shahrom Md; Hamid, Roszilah; Basri, Noor Ezlin Ahmad; Suja, Fatihah; Osman, Siti Aminah] Univ Kebangsaan Malaysia, Dept Civil & Struct Engn, Fac Engn & Built Environm, Bangi 43600, Selangor, Malaysia; [Junaidi, Muhammad Imran Mohd; Zain, Shahrom Md; Hamid, Roszilah; Basri, Noor Ezlin Ahmad; Suja, Fatihah; Osman, Siti Aminah; Yasin, Ruhizan Mohammad] Univ Kebangsaan Malaysia, Engn Educ Res Ctr, Fac Engn & Built Environm, Bangi 43600, Selangor, Malaysia; [Yasin, Ruhizan Mohammad] Univ Kebangsaan Malaysia, Dept Learning & Teaching Innovat, Fac Educ, Bangi 43600, Selangor, Malaysia',\n",
       " '[Yamagata, Hirokazu; Morita, Toshio] Keio Univ, Kohoku Ku, 3-14-1 Hiyoshi, Yohokama 2238522, Japan',\n",
       " '[Muramatsu, Satoshi] Tokai Univ, 4-1-1 Kitakaname, Hiratsuka, Kanagawa 2591292, Japan; [Chugo, Daisuke] Kwansei Gakuin Univ, 2-1 Gakuen, Sanda, Hyogo 6691337, Japan; [Yokota, Sho] Toyo Univ, Dept Mech Engn, Fac Sci & Engn, 2100 Kujirai, Kawagoe, Saitama 3508585, Japan; [Hashimoto, Hiroshi] Adv Inst Ind Technol, Master Program Innovat Design & Engn, Shinagwa Ku, 1-10-40 Higashiooi, Tokyo 1400011, Japan',\n",
       " '[Kozan, Saliha; Connors-Kellgren, Alice] Boston Coll, Counseling Psychol, Chestnut Hill, MA 02167 USA; [Blustein, David L.] Boston Coll, Counseling Dev & Educ Psychol Program, Chestnut Hill, MA 02167 USA; [Barnett, Michael] Boston Coll, Dept Sci Educ & Technol, Chestnut Hill, MA 02167 USA; [Barnett, Michael] Boston Coll, Innovat Urban Sci Educ Lab, Chestnut Hill, MA 02167 USA; [Wong, Catherine] Boston Coll, Lynch Sch Educ, Urban Outreach Initiat, Chestnut Hill, MA 02167 USA; [Haley, James; Olle, Chad; Floyd, Ava; Wan, Deborah] Boston Coll, Chestnut Hill, MA 02167 USA; [Patchen, Amie] Boston Coll, Curriculum & Instruct Program, Chestnut Hill, MA 02167 USA; [Diemer, Matthew A.] Univ Michigan, Educ Studies program, Ann Arbor, MI 48109 USA; [Diemer, Matthew A.] Univ Michigan, Combined Program Educ & Psychol, Ann Arbor, MI 48109 USA; [Tan, R. P. Benjamin] Boston Coll, Counseling Psychol & Pastoral Minist, Chestnut Hill, MA 02167 USA',\n",
       " '[Talanquer, Vicente; Pollard, John] Univ Arizona, Dept Chem & Biochem, Tucson, AZ 85721 USA',\n",
       " '[Hand, Sarah] Univ N Carolina, Chapel Hill, NC USA; [Rice, Lindsay; Greenlee, Eric] Texas Tech Univ, Dept Psychol Sci, 1800 18th St, Lubbock, TX 79409 USA',\n",
       " \"[Dennin, Michael] Univ Calif Irvine, Dept Phys & Astron, Irvine, CA 92697 USA; [Moldwin, Mark B.] Univ Calif Irvine, Dept Dev & Cell Biol, Irvine, CA 92697 USA; [Schultz, Zachary D.] Univ Notre Dame, Dept Chem & Biochem, Notre Dame, IN 46556 USA; [Feig, Andrew] Wayne State Univ, Grad Sch, Dept Chem, Detroit, MI 48202 USA; [Finkelstein, Noah] Univ Colorado, Dept Phys, Boulder, CO 80309 USA; [Finkelstein, Noah] Univ Colorado, Ctr STEM Learning, Boulder, CO 80309 USA; [Greenhoot, Andrea Follmer] Univ Kansas, Dept Psychol, Lawrence, KS 66045 USA; [Greenhoot, Andrea Follmer] Univ Kansas, Ctr Teaching Excellence, Lawrence, KS 66045 USA; [Hildreth, Michael] Univ Notre Dame, Coll Sci, Res & Grad Studies, Notre Dame, IN 46556 USA; [Hildreth, Michael] Univ Notre Dame, Dept Phys, Notre Dame, IN 46556 USA; [Leibovich, Adam K.] Univ Pittsburgh, Dept Phys & Astron, Pittsburgh, PA 15260 USA; [Martin, James D.] North Carolina State Univ, Dept Chem, Box 8204, Raleigh, NC 27695 USA; [O'Dowd, Diane K.] Univ Michigan, Dept Climate & Space Sci & Engn, Ann Arbor, MI 48109 USA; [Posey, Lynmarie A.] Michigan State Univ, Dept Chem, E Lansing, MI 48824 USA; [Smith, Tobin L.; Miller, Emily R.] Assoc Amer Univ, Washington, DC 20005 USA\",\n",
       " '[Bazelais, Paul; Doleck, Tenzin; Lemay, David John] McGill Univ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada',\n",
       " '[Kadota, Kazuo] Miyagi Univ Educ, Aoba Ku, 149 Aramakiaoba, Sendai, Miyagi 9800845, Japan',\n",
       " '[Belland, Brian R.; Walker, Andrew E.; Kim, Nam Ju] Utah State Univ, Dept Instruct Technol & Learning Sci, 2830 Old Main Hill, Logan, UT 84322 USA',\n",
       " '[Sit, Stefany M.] Univ Illinois, Chicago, IL 60607 USA; [Brudzinski, Michael R.] Miami Univ Ohio, Oxford, OH USA',\n",
       " '[Miller, Beverly A. King] Univ Johannesburg, POB 524, Auckland Pk, Gauteng, South Africa',\n",
       " '[Wolfmeyer, Mark] Kutztown Univ Penn, Kutztown, PA 19530 USA; [Lupinacci, John] Washington State Univ, Coll Educ, Pullman, WA 99164 USA; [Chesky, Nataly] SUNY Coll New Paltz, Teaching & Learning Dept, New Paltz, NY USA',\n",
       " '[McGee, Ebony] Vanderbilt Univ, Peabody Coll, Divers & STEM Educ, Nashville, TN 37203 USA; [Bentley, Lydia] Vanderbilt Univ, Peabody Coll, Learning Dev & Divers, Nashville, TN 37203 USA',\n",
       " '[Martin-Ramos, Pablo] Univ Zaragoza, EPSH, Carretera Cuarte S-N, Huesca 22071, Spain; [Lopes, Maria Joao; Margarida Lima da Silva, M.; Gomes, Pedro E. B.] Univ Coimbra, JeKnowledge, Rua Larga, P-3004516 Coimbra, Portugal; [Martin-Ramos, Pablo; Pereira da Silva, Pedro S.; Silva, Manuela Ramos] Univ Coimbra, Dept Phys, CFisUC, Rua Larga, P-3004516 Coimbra, Portugal; [Domingues, Jose P. P.] Univ Coimbra, IBILI, Biomed Inst Res Light & Image, P-3000548 Coimbra, Portugal',\n",
       " '[Wolfmeyer, Mark] Kutztown Univ Penn, Kutztown, PA 19530 USA; [Lupinacci, John] Washington State Univ, Pullman, WA 99164 USA',\n",
       " \"[Cole, Peter; O'Riley, Pat] Univ British Columbia, Vancouver, BC, Canada\",\n",
       " '[Enlow, Jessica L.] Cox Mill High Sch, Sci Dept, Concord, NC 28027 USA; [Marin, Dawn M.; Walter, Michael G.] Univ North Carolina Charlotte, Dept Chem, Charlotte, NC 28223 USA',\n",
       " '[Ziaeefard, Saeedeh; Rastgaar, Mo; Mahmoudian, Nina] Michigan Technol Univ, Dept Mech Engn Engn Mech, Michigan Tech, Houghton, MI 49931 USA; [Miller, Michele H.] Campbell Univ, Engn, Buies Creek, NC 27506 USA; [Mahmoudian, Nina] Michigan Technol Univ, Mech Engn & Engn Mech Dept, Houghton, MI 49931 USA',\n",
       " '[Gilligan, Katie A.; Flouri, Eirini; Farran, Emily K.] UCL, Inst Educ, Dept Psychol & Human Dev, 25 Woburn Sq, London WC1H 0AA, England',\n",
       " '[Zellmer, Amanda J.] Occidental Coll, Dept Biol, Los Angeles, CA 90041 USA; [Sherman, Aleksandra] Occidental Coll, Dept Cognit Sci, Los Angeles, CA 90041 USA',\n",
       " '[Aslan-Tutak, Fatma; Akaygun, Sevil; Tezsezen, Secil] Bogazici Univ, Egitim Fak, Matemat & Fen Bilimleri Egitimi Bolumu, Istanbul, Turkey',\n",
       " '[Balakrishnan, Balamuralithara; Azman, Mohamed Nor Azhari] Sultan Idris Educ Univ, Tanjung Malim 35900, Perak, Malaysia',\n",
       " '[Lantz, Catherine] Univ Illinois, Chicago, IL 60607 USA; [Lantz, Catherine] Morton Coll, Cicero, IL USA',\n",
       " '[Sublett, Cameron; Gottfried, Michael A.] Univ Calif Santa Barbara, Gevirtz Grad Sch Educ, Santa Barbara, CA 93106 USA',\n",
       " '[Asik, Gursu; Kucuk, Zerrin Doganca; Helvaci, Basak; Corlu, M. Sencer] Bahcesehir Univ, BAUSTEM, Istanbul, Turkey',\n",
       " '[Zhou, Yisu; Fan, Xitao] Univ Macau, Fac Educ E33, Room 3022,Av Univ, Taipa, Macau, Peoples R China; [Wei, Xiaoxin] Amer Inst Res, Washington, DC USA; [Tai, Robert H.] Univ Virginia, Charlottesville, VA USA',\n",
       " '[Hoskins, Sally G.; Gottesman, Alan J.] CUNY City Coll, Dept Biol, 138Th St & Convent Ave, New York, NY 10031 USA; [Kenyon, Kristy L.] Hobart & William Smith Coll, Dept Biol, 300 Pulteney St, Geneva, NY 14456 USA',\n",
       " '[Gagnier, Kristin M.] Johns Hopkins Univ, Inst Learning Sci, 3400 N Charles St, Baltimore, MD 21218 USA; [Atit, Kinnari] Northwestern Univ, Dept Psychol, Evanston, IL 60208 USA; [Ormand, Carol J.] Carleton Coll, Sci Educ Resource Ctr, Northfield, MN 55057 USA; [Ormand, Carol J.] Univ Wisconsin, Dept Geosci, Madison, WI 53706 USA; [Shipley, Thomas F.] Temple Univ, Spatial Intelligence & Learning Ctr, Dept Psychol, Philadelphia, PA 19122 USA',\n",
       " '[Nelson, Brian C.; Bowman, Cassie; Bowman, Judd] Arizona State Univ, Tempe, AZ 85281 USA',\n",
       " '[Boyce, Ayesha S.] Univ North Carolina Greensboro, Greensboro, NC 27412 USA',\n",
       " '[Gasman, Marybeth] Univ Penn, Educ, Philadelphia, PA 19104 USA; [Thai-Huy Nguyen] Seattle Univ, Student Dev Adm, Seattle, WA 98122 USA; [Samayoa, Andres Castro] Boston Coll, Lynch Sch Educ, Higher Educ, Chestnut Hill, MA 02167 USA; [Corral, Daniel] Univ Wisconsin, Educ Leadership & Policy Anal, Madison, WI 53706 USA',\n",
       " '[Outlay, Christina N.; Platt, Alana J.] Univ Wisconsin, Dept Informat Technol & Supply Chain Management, Whitewater, WI 53590 USA; [Conroy, Kacie] Girls Educ Themselves Informat Technol, Madison, WI USA',\n",
       " '[Hudley, Anne H. Charity] Coll William & Mary, English Educ Linguist & Africana Studies, Williamsburg, VA 23185 USA; [Mallinson, Christine] UMBC, Language Literacy & Culture Program, Baltimore, MD 21250 USA',\n",
       " '[Pellas, Nikolaos] Univ Aegean, Dept Prod & Syst Design Engn, Konstantinoupoleos 1, GR-84100 Syros, Cyclades, Greece; [Kazanidis, Ioannis] Eastern Macedonia & Thrace Inst Technol, Adv Educ Technol & Mobile Applicat Lab, GR-65404 Ag Loukas, Kavala, Greece; [Konstantinou, Nikolaos] Panteion Univ, Dept Psychol, Athens, Greece; [Georgiou, Georgia] Minist Educ Res & Religious Affairs, Reg Directorate Primary Educ Thesprotia, Athens, Greece',\n",
       " '[Havran, J. Christopher] Campbell Univ, Dept Biol Sci, Buies Creek, NC 27506 USA; [Stowe, Kirk A.] 2210 Meadows Circle, Wixom, MI 48393 USA; [Blanchard, Tom A.] Univ Tennessee, Dept Biol Sci, Martin, TN 38238 USA; [Kandl, Karen L.] Highlands Biol Stn, Highlands, NC 28741 USA; [Kimball, Matthew E.] Univ South Carolina, Baruch Marine Field Lab, Georgetown, SC 29442 USA; [Richter, Stephen C.] Eastern Kentucky Univ, Dept Biol Sci, Richmond, KY 40475 USA; [Richter, Stephen C.] Eastern Kentucky Univ, Div Nat Areas, Richmond, KY 40475 USA; [Swain, Hilary M.; Lohrer, Fred E.; Angell, Dustin D.] Archbold Biol Stn, Venus, FL 33960 USA; [Terhune, Theron M., II] Tall Timbers Res Stn & Land Conservancy, Tallahassee, FL 23212 USA',\n",
       " '[Robert, Jenay] Univ S Florida, Dept Chem, Tampa, FL 33620 USA; [Carlsen, William S.] Penn State Univ, Dept Curriculum & Instruct, University Pk, PA 16802 USA',\n",
       " '[Lynch, Sharon] George Washington Univ, Washington, DC 20052 USA',\n",
       " '[Anderson, Katherine L.; Druckenmiller, Patrick S.] Univ Alaska Museum, 907 Yukon Dr, Fairbanks, AK 99775 USA; [Anderson, Katherine L.; Druckenmiller, Patrick S.] Univ Alaska Fairbanks, Dept Geosci, 907 Yukon Dr, Fairbanks, AK 99775 USA; [Kaden, Ute] Univ Alaska Fairbanks, Sch Educ, Secondary Educ, Box 756480, Fairbanks, AK 99775 USA; [Fowell, Sarah] Univ Alaska Fairbanks, Dept Geosci, 900 Yukon Dr, Fairbanks, AK 99775 USA; [Spangler, Mark A.; Huettmann, Falk] Univ Alaska Fairbanks, EWHALE Lab, Inst Arctic Biol, Dept Biol & Wildlife, Fairbanks, AK 99775 USA; [Ickert-Bond, Stefanie M.] Univ Alaska Museum, Herbarium ALA, 907 Yukon Dr, Fairbanks, AK 99775 USA; [Ickert-Bond, Stefanie M.] Univ Alaska Museum, Dept Biol & Wildlife, 907 Yukon Dr, Fairbanks, AK 99775 USA',\n",
       " '[Stipanovic, Natalie] Univ Northern Colorado, Dept Appl Psychol & Counselor Educ, Campus Box 131,McKee 248, Greeley, CO 80639 USA; [Woo, Hongryun] Univ Louisville, Dept Counseling & Human Dev, Louisville, KY 40292 USA',\n",
       " '[Aragon, Oriana R.; Dovidio, John F.] Yale Univ, Dept Psychol, New Haven, CT 06520 USA; [Aragon, Oriana R.; Graham, Mark J.] Yale Univ, Ctr Teaching & Learning, New Haven, CT 06520 USA',\n",
       " '[Park, Mi-Hwa; Patterson, Lynn G.] Murray State Univ, Murray, KY 42071 USA; [Dimitrov, Dimiter M.] George Mason Univ, Fairfax, VA 22030 USA; [Park, Do-Yong] Illinois State Univ, Normal, IL 61761 USA',\n",
       " '[Leshner, Alan] Amer Assoc Advancement Sci, Washington Dc, DC USA',\n",
       " '[Yuen, Pong; Lau, Cheng Man Diana] Macau Chem Soc, League City, TX USA; [Yen, Erin] Texas Technol Univ, Lubbock, TX USA',\n",
       " '[Asghar, Anila] McGill Univ, Fac Educ, Dept Integrated Studies Educ, 3700 McTavish St, Montreal, PQ H3A 1Y2, Canada; [Sladeczek, Ingrid E.; Beaudoin, Emily] McGill Univ, Fac Educ, Dept Educ & Counselling Psychol, Montreal, PQ, Canada; [Mercier, Julien] Univ Quebec, Dept Special Educ & Training, Montreal, PQ, Canada',\n",
       " '[Hubbs, Natalia B.] Hanover Coll, Dept Biol, Hanover, IN 47243 USA; [Parent, Kristin N.] Michigan State Univ, Dept Biochem & Mol Biol, E Lansing, MI 48824 USA; [Stoltzfus, Jon R.] Michigan State Univ, Dept Biochem & Mol Biol, BioSci, E Lansing, MI 48824 USA',\n",
       " '[Choi, Grace Y.; Behm-Morawitz, Elizabeth] Univ Missouri, Dept Commun, Columbia, MO 65211 USA',\n",
       " '[Seel, Norbert M.] Univ Freiburg, Freiburg, Germany',\n",
       " '[Jensen, Jamie L.; Hatch, Jordan B.; Piorczynski, Ted] Brigham Young Univ, Dept Biol, 4102 LSB, Provo, UT 84602 USA; [Neeley, Shannon] Brigham Young Univ, Dept Stat, Provo, UT 84602 USA',\n",
       " '[Stanford, Courtney; Cole, Renee] Univ Iowa, Dept Chem, W331 Chem Bldg, Iowa City, IA 52242 USA; [Froyd, Jeff] Texas A&M, Coll Engn, College Stn, TX 77843 USA; [Henderson, Charles; Khatri, Raina] Western Michigan Univ, Dept Phys, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Henderson, Charles; Khatri, Raina] Western Michigan Univ, Mallinson Inst Sci Educ, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Friedrichsen, Debra] MJ Innovat LLC, POB 2477, Corvallis, OR 97339 USA',\n",
       " '[Budinski, Natalija] Primary & Secondary Sch Petro Kuzmjak, Rusinska 63, Ruski Krstur 25233, Serbia',\n",
       " '[Bicer, Ali; Capraro, Robert M.; Capraro, Mary M.] Texas A&M Univ, College Stn, TX 77843 USA',\n",
       " '[Dolan, Erin L.] Univ Georgia, Athens, GA 30602 USA',\n",
       " '[Castellanos, Jorge; Urquiza-Fuentes, Jaime] Rey Juan Carlos Univ, LITE Grp, Mostoles 28933, Spain; [Haya, Pablo A.] Univ Autonoma Madrid, Knowledge Engn Inst, Madrid 28049, Spain',\n",
       " '[Henderson, Charles] Western Michigan Univ, Dept Phys, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, 1903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Connolly, Mark] Univ Wisconsin, Wisconsin Ctr Educ Res, 1025 W Johnson St,570A Educ Sci Bldg, Madison, WI 53706 USA; [Dolan, Erin L.] Univ Georgia, Biochem & Mol Biol, B210B Davison Life Sci, Athens, GA 30602 USA; [Dolan, Erin L.] Univ Georgia, Innovat Sci Educ, B210B Davison Life Sci, Athens, GA 30602 USA; [Finkelstein, Noah] Univ Colorado, Phys, UCB 390, Boulder, CO 80309 USA; [Franklin, Scott] Rochester Inst Technol, Phys, 1 Lomb Mem Dr, Rochester, NY 14623 USA; [Malcom, Shirley] Amer Assoc Advancement Sci, Educ Program, 1200 New York Ave NW, Washington, DC 20005 USA; [Malcom, Shirley] Amer Assoc Advancement Sci, Human Resources Program, 1200 New York Ave NW, Washington, DC 20005 USA; [Rasmussen, Chris] San Diego State Univ, Dept Math & Stat, Math Educ, 5500 Campanile Dr, San Diego, CA 92182 USA; [Redd, Kacy] Assoc Publ & Land Grant Univ, Sci & Math Educ Policy, 1307 New York Ave NW, Washington, DC 20005 USA; [St John, Kristen] James Madison Univ, Geol, 395 S High St, Harrisonburg, VA 22807 USA',\n",
       " '[Dennehy, Tara C.; Dasgupta, Nilanjana] Univ Massachusetts, Dept Psychol & Brain Sci, Amherst, MA 01003 USA',\n",
       " '[Banerjee, Pallavi Amitava] Univ Exeter, Grad Sch Educ, St Lukes Campus,Heavitree Rd, Exeter EX1 2LU, Devon, England',\n",
       " '[Audette, Michel A.] Old Dominion Univ, Dept Modeling Simulat & Visualizat Engn, Norfolk, VA 23529 USA; [Jovanovic, Vukica M.] Old Dominion Univ, Norfolk, VA USA; [Bilgen, Onur] Old Dominion Univ, Mech & Aerosp Engn Dept, Norfolk, VA USA; [Arcaute, Karina] Old Dominion Univ, Coll Educ, STEM Educ & Profess Studies Dept, Norfolk, VA USA; [Dean, Anthony W.] Old Dominion Univ, Batten Coll Engn & Technol, Off Dean, Norfolk, VA USA',\n",
       " '[EL-Deghaidy, Heba] Amer Univ Cairo, Cairo, Cairo Governora, Egypt; [Mansour, Nasser] Univ Exeter, Exeter, Devon, England; [Mansour, Nasser] Tanta Univ, Tanta, Egypt; [Alzaghibi, Mohammad] Minist Educ, Riyadh, Saudi Arabia; [Alhammad, Khalid] Shaqra Univ, Shagra, Saudi Arabia; [EL-Deghaidy, Heba; Mansour, Nasser; Alzaghibi, Mohammad; Alhammad, Khalid] King Saud Univ, Excellence Res Ctr Sci & Math Educ, Riyadh, Saudi Arabia',\n",
       " '[Gasman, Marybeth; Commodore, Felecia] Univ Penn, Penn Ctr Minor Serving Inst, Grad Sch Educ, 3819 Chestnut St,Suite 140, Philadelphia, PA 19104 USA; [Thai-Huy Nguyen] Seattle Univ, Dept Student Dev Adm, Seattle, WA 98122 USA; [Conrad, Clifton F.; Lundberg, Todd] Univ Wisconsin, Dept Educ Leadership & Policy Studies, Madison, WI 53706 USA',\n",
       " '[Wagner, Travis P.; Martinez, Daniel M.] Univ Southern Maine, Dept Environm Sci & Policy, 106 Bailey Hall, Gorham, ME 04038 USA; [McCormick, Kelly] Univ Southern Maine, Dept Math & Stat, 115 Bailey Hall, Gorham, ME 04038 USA',\n",
       " '[Kopcha, T. J.; McGregor, J.; Shin, S.; Qian, Y.; Choi, J.; Hill, R.; Mativo, J.; Choi, I] Univ Georgia, Dept Career & Informat Studies, 850 Coll Stn Rd, Athens, GA 30605 USA',\n",
       " '[Banerjee, Pallavi Amitava] Univ Exeter, Grad Sch Educ, Exeter, Devon, England',\n",
       " '[Ertl, Bernhard] Univ Bundeswehr Munchen, Dept Educ, Neubiberg, Germany; [Luttenberger, Silke] Univ Teachers Educ Styria, Fed Ctr Professionalizat Educ Res, Graz, Austria; [Paechter, Manuela] Karl Franzens Univ Graz, Educ Psychol Unit, Dept Psychol, Graz, Austria',\n",
       " '[Shahali, Edy Hafizan Mohd; Halim, Lilia; Rasul, Mohamad Sattar; Osman, Kamisah; Zulkifeli, Mohd Afendi] Natl Univ Malaysia, Bangi, Malaysia',\n",
       " '[van der Wal, Nathalie J.; Bakker, Arthur; Drijvers, Paul] Univ Utrecht, Freudenthal Inst, POB 85170, NL-3508 AD Utrecht, Netherlands',\n",
       " '[Larson, Richard C.; Murray, M. Elizabeth] MIT, Inst Data Syst & Soc, 77 Massachusetts Ave, Cambridge, MA 02139 USA',\n",
       " '[Abdullah, Zaleha; Shukor, Nurbiha A.] Univ Teknol Malaysia, Dept Educ Sci Math & Creat Multimedia, Johor Baharu, Malaysia',\n",
       " '[Malik, Naveed A.] Virtual Univ Pakistan, Lahore, Pakistan',\n",
       " '[English, Lyn D.] Queensland Univ Technol, Fac Educ, Victoria Pk Rd, Brisbane, Qld 4069, Australia',\n",
       " '[Geist, Michael; Steinbach, Thomas] Wheeling High Sch, Wheeling, IL 60090 USA',\n",
       " '[Hu, David L.] Georgia Inst Technol, Woodruff Sch Mech Engn & Sch Biol, Atlanta, GA 30332 USA; [Lefton, Lew] Georgia Inst Technol, Sch Math, Atlanta, GA 30332 USA; [Ludovice, Peter J.] Georgia Inst Technol, Sch Chem & Biomol Engn, Atlanta, GA 30332 USA',\n",
       " '[Perez-Felkneri, Lara; Nix, Samantha] Florida State Univ, Ctr Postsecondary Success, Dept Educ Leadership & Policy Studies, Tallahassee, FL 32306 USA; [Thomas, Kirby] Florida State Univ, Dept Sociol, Tallahassee, FL 32306 USA',\n",
       " '[Bell, James] Assoc Sci Technol Ctr, CAISE, Washington, DC USA',\n",
       " '[Boleware, Mary] Jones Cty Jr Coll, Sci, Ellisville, MS USA; [Sharma, Amit; Wiggins, Jeffrey] Univ Southern Mississippi, Sch Polymers & High Performance Mat, Hattiesburg, MS USA',\n",
       " '[Fakayode, S.; Tinsley, Jewel; Abiera, Via Snow; Mehta, Dhaval; Smith, Joshua; Whitehead, Nickolas; Elzey, Brianda; Appah, Eric] North Carolina A&T State Univ, Chem, Greensboro, NC USA',\n",
       " '[Karukstis, Kerry] Harvey Mudd Coll, Claremont, CA 91711 USA; [Malachowski, Mitchell] Univ San Diego, San Diego, CA 92110 USA; [Osborn, Jeffrey] Coll New Jersey, Ewing, NJ USA; [Ambos, Elizabeth] Council Undergrad Res, Washington, DE USA',\n",
       " '[Samudio, Benjamin; Lakkis, Hani; Nicholas, Amanda; Billings, Casey; Abbott, Forrest; Idrovo, Jose; Schaffer, Julie; Mergens, Lydia; Lozancich, Matthew; Kim, Paul; Yamanishi, Taylor; Kirkevold, Tyler; Lakkis, Yvette] Amer River Coll, Chem, Sacramento, CA USA',\n",
       " '[Kumar, Vikas] Sharda Univ, Sch Business Studies, Greater Noida, India; [Sharma, Deepika] Jagannath Univ, PhD Program, Jaipur, Rajasthan, India',\n",
       " '[Tekerek, Mehmet] Kahramanmaras Sutcuimam Univ, Comp Educ & Instruct Technol Dept, Kahramanmaras, Turkey; [Tekerek, Betul] Kahramanmaras Sutcuimam Univ, Math & Sci Educ Dept, Kahramanmaras, Turkey',\n",
       " '[Han, Sunyoung] Sungkyunkwan Univ, 25-2 Sungkyunkwan Ro, Seoul, South Korea',\n",
       " '[Karam, Rita; Pane, John F.; Griffin, Beth Ann; Robyn, Abby; Phillips, Andrea; Daugherty, Lindsay] RAND Corp, 1776 Main St, Santa Monica, CA 90407 USA',\n",
       " '[Benjamin, Thomas E.; Marks, Bryant; Pollard, Ethen; Thomas, Alicia; Muldrow, Lycurgus L.] Morehouse Coll Atlanta, Atlanta, GA 30314 USA; [Demetrikopoulos, Melissa K.] Inst Biomed Philosophy, Dunedin, FL USA; [Rose, Jordan] Emory Univ, Atlanta, GA 30322 USA',\n",
       " '[Cramer, Jason M.] North Carolina State Univ, Grad Sch, Raleigh, NC 27695 USA; [Hamilton, Paul T.] North Carolina State Univ, Dept Plant & Microbial Biol, Raleigh, NC 27695 USA',\n",
       " '[Belland, Brian R.; Walker, Andrew E.; Kim, Nam Ju; Lefler, Mason] Utah State Univ, Dept Instruct Technol & Learning Sci, 2830 Old Main Hill, Logan, UT 84322 USA',\n",
       " '[Zhurakovsky, Vasily M.; Baryshnikova, Marina Yu.; Vorov, Andrey B.] Natl Training Fdn, Moscow, Russia',\n",
       " '[Yee, Sean P.] Univ South Carolina, Columbia, SC 29208 USA',\n",
       " '[Radloff, Jeffrey; Guzey, Selcen] Purdue Univ, W Lafayette, IN 47907 USA',\n",
       " '[Blackley, Susan; Sheffield, Rachel; Maynard, Nicoleta; Koul, Rekha; Walker, Rebecca] Curtin Univ, Perth, WA, Australia',\n",
       " '[Frederich, M.; Flefel, I; Roese, U.; Bymers, L.; Zeeman, S.] Univ New England, Biddeford, ME USA',\n",
       " '[Thomas, Veronica G.] Howard Univ, Sch Educ, Dept Human Dev & Psychoeducat Studies, 2441 4th St NW, Washington, DC 20059 USA; [Parsons, Beverly A.] InSites, Ft Collins, CO USA',\n",
       " '[Hains-Wesson, Rachael] Swinburne Univ Technol, Student Adv, Hawthorn, Vic 3122, Australia; [Young, Karen] Deakin Univ, Fac Sci Engn & Built Environm, Geelong, Vic 3217, Australia',\n",
       " '[Peng, Chao; Cao, Lizhou; Timalsena, Sabin] Univ Alabama, Dept Comp Sci, Olin King Technol N358,301 Sparkman Dr NW, Huntsville, AL 35899 USA',\n",
       " '[Guloy, Sheryl; Salimi, Farimah] Simon Fraser Univ, Fac Educ, 8888 Univ Dr, Burnaby, BC V5A 1S6, Canada; [Cukierman, Diana] Simon Fraser Univ, Sch Comp Sci, 8888 Univ Dr, Burnaby, BC V5A 1S6, Canada; [Thompson, Donna McGee] Simon Fraser Univ, Student Learning Commons, 8888 Univ Dr, Burnaby, BC V5A 1S6, Canada',\n",
       " '[Barnes, M. Elizabeth; Truong, Jasmine M.; Brownell, Sara E.] Arizona State Univ, Biol Educ Res Lab, Sch Life Sci, Tempe, AZ 85287 USA',\n",
       " '[Resnick, Ilyse] Univ Delaware, Sch Educ, 211C Willard Hall, Newark, DE 19716 USA; [Davatzes, Alexandra] Temple Univ, Dept Earth & Environm Sci, Philadelphia, PA 19122 USA; [Newcombe, Nora S.; Shipley, Thomas F.] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA',\n",
       " '[Gamse, Beth C.; Martinez, Alina; Bozzi, Laurie] Abt Associates Inc, 55 Wheeler St, Cambridge, MA 02138 USA',\n",
       " '[Al Salami, Mubarak K.; Makela, Carole J.; de Miranda, Michael A.] Colorado State Univ, Sch Educ, Ft Collins, CO 80523 USA; [de Miranda, Michael A.] Colorado State Univ, Dept Elect & Comp Engn, Ft Collins, CO 80523 USA',\n",
       " '[McGarr, Oliver; Lynch, Raymond] Univ Limerick, Dept Educ & Profess Studies, Limerick, Ireland',\n",
       " '[Thurston, Linda P.] Kansas State Univ, Coll Educ, Special Educ, Manhattan, KS 66506 USA; [Thurston, Linda P.] Kansas State Univ, Coll Educ, Res & Grad Studies, Manhattan, KS 66506 USA; [Shuman, Cindy] Kansas State Univ, Adult & Continuing Educ, Manhattan, KS 66506 USA; [Middendorf, B. Jan; Johnson, Cassandra] Kansas State Univ, Manhattan, KS 66506 USA',\n",
       " '[Gerber, Lukas C.; Riedel-Kruse, Ingmar H.] Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA; [Calasanz-Kaiser, Agnes] Isaac Newton Graham Middle Sch, Mountain View, CA USA; [Hyman, Luke] MYP Dresden Int Sch, Dresden, Germany; [Voitiuk, Kateryna] Univ Calif Santa Cruz, Santa Cruz, CA 95064 USA; [Patil, Uday] Georgia Inst Technol, Atlanta, GA 30332 USA',\n",
       " '[Hoeg, Darren G.; Bencze, John Lawrence] Univ Toronto, Ontario Inst Studies Educ, Curriculum Teaching & Learning, Toronto, ON M5S 1V6, Canada',\n",
       " '[Lee, Ahlam] Xavier Univ, Dept Educ Leadership & Human Resource Dev, Cincinnati, OH 45207 USA',\n",
       " '[Kutzner, Mickey; Pearson, Bryan] Andrews Univ, Berrien Springs, MI 49104 USA; [Pearson, Bryan] Buchanan High Sch, Buchanan, MI USA',\n",
       " '[Manduca, Cathryn A.; Iverson, Ellen R.] Carleton Coll, Sci Educ Resource Ctr, Northfield, MN 55057 USA; [Luxenberg, Michael] Profess Data Analysts Inc, Minneapolis, MN 55414 USA; [Macdonald, R. Heather] Coll William & Mary, Dept Geol, Williamsburg, VA 23187 USA; [McConnell, David A.] North Carolina State Univ, Marine Earth & Atmospher Sci Dept, Raleigh, NC 27695 USA; [Mogk, David W.] Montana State Univ, Dept Earth Sci, Bozeman, MT 59717 USA; [Tewksbury, Barbara J.] Hamilton Coll, Dept Geosci, Clinton, NY 13323 USA',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '[Boyd, Monica; Tian, Siyue] Univ Toronto, Toronto, ON, Canada',\n",
       " '[Foley, Alana E.; Herts, Julianne B.; Levine, Susan C.; Beilock, Sian L.] Univ Chicago, Dept Psychol, 5848 South Univ Ave, Chicago, IL 60637 USA; [Borgonovi, Francesca; Guerriero, Sonia] Org Econ Cooperat & Dev, Paris, France',\n",
       " '[Smyrnova-Trybulska, Eugenia] Uniwersytet Slaski Katowicach, Fac Ethnol Educ, Katowice, Poland; [Morze, Nataliia; Gladun, Mariia] Borys Grinchenko Kyiv Univ, Rectorat, Kiev, Ukraine; [Kommers, Piet] Univ Twente, Enschede, Netherlands; [Zuziak, Wojciech] Reg In Serv Teacher Training Ctr WOM, Bielsko Biala, Poland',\n",
       " '[Berland, Leema K.] Univ WI Madison, Dept Curriculum & Instruct, Madison, WI 53706 USA; [Steingut, Rebecca] Univ Texas Austin, Dept Educ Psychol, Austin, TX 78712 USA',\n",
       " '[Shernoff, David J.; Sinha, Suparna; Bressler, Denise M.; Ginsburg, Lynda] Rutgers State Univ, Ctr Math Sci & Comp Educ, New Brunswick, NJ 08901 USA; [Shernoff, David J.] Rutgers State Univ, Dept Sch Psychol, Grad Sch Appl & Profess Psychol, New Brunswick, NJ 08901 USA',\n",
       " '[Itzek-Greulich, Heike] Univ Tubingen, Hector Res Inst Educ Sci & Psychol, Tubingen, Germany; [Vollmer, Christian] Univ Educ Heidelberg, Heidelberg, Germany',\n",
       " '[Ring, Elizabeth A.; Crotty, Elizabeth A.; Roehrig, Gillian H.] Univ Minnesota, STEM Educ Ctr, 1954 Buford Ave,Suite 320, St Paul, MN 55108 USA; [Dare, Emily A.] Michigan Technol Univ, Dept Cognit & Learning Sci, Houghton, MI 49931 USA',\n",
       " '[Letnikova, Galina] CUNY, Long Isl City, NY 11101 USA; [Xu, Na] CUNY, Dept Nat Sci, Long Isl City, NY USA',\n",
       " '[Belardo, Christy] Mohonk Preserve, POB 715, New Paltz, NY 12525 USA; [Burrows, Andrea C.; Dambekalns, Lydia] Univ Wyoming, 1000 E Univ Ave,Dept 3374, Laramie, WY 82071 USA',\n",
       " '[Chittum, Jessica R.] East Carolina Univ, Dept Elementary Educ & Middle Grades Educ, 154 Speight Bldg,Mail Stop 504, Greenville, NC 27858 USA; [Jones, Brett D.; Akalin, Sehmuz] Virginia Tech, Sch Educ, MC 0313, Blacksburg, VA 24061 USA; [Schram, Asta B.] Univ Iceland, Sch Hlth Sci, Laeknagarour Lg 302, Reykjavik, Iceland',\n",
       " '[Noble, Jessica; Bean, Corliss] Youth Res & Evaluat eXchange, Toronto, ON, Canada; [Duodu, Eugenia; Yusuf, Yusuf; Garay, Camilo] Vis Sci Network Learning, Toronto, ON, Canada',\n",
       " '[Estapa, Anne T.] Iowa State Univ, 1660E Lagomarcino Hall, Ames, IA 50011 USA; [Tank, Kristina M.] Iowa State Univ, 0624C Lagomarcino Hall, Ames, IA 50011 USA',\n",
       " '[Herro, Danielle] Clemson Univ, Coll Educ, Digital Media & Learning, Clemson, SC 29634 USA; [Quigley, Cassie] Clemson Univ, Sci Educ, Clemson, SC 29634 USA; [Andrews, Jessica] Educ Testing Serv, Princeton, NJ 08541 USA; [Delacruz, Girlie] LRNG, Chicago, IL USA',\n",
       " '[Hora, Matthew T.] Univ Wisconsin, Dept Liberal Arts & Appl Studies, 21 N Pk St, Madison, WI 53715 USA; [Oleson, Amanda K.] Univ Wisconsin, Wisconsin Ctr Educ Res, Madison, WI 53715 USA',\n",
       " '[Khatri, Raina; Henderson, Charles] Western Michigan Univ, Dept Phys, 903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Khatri, Raina; Henderson, Charles] Western Michigan Univ, Mallinson Inst Sci Educ, 903 W Michigan Ave, Kalamazoo, MI 49008 USA; [Cole, Renee; Stanford, Courtney] Univ Iowa, Dept Chem, W331 Chem Bldg, Iowa City, IA 52242 USA; [Froyd, Jeffrey E.] Texas A&M Univ, Coll Engn, College Stn, TX 77843 USA; [Friedrichsen, Debra] Oregon State Univ, Sch Chem Biol & Environm Engn, Corvallis, OR 97331 USA',\n",
       " '[Landrum, R. Eric; Viskupic, Karen; Shadle, Susan E.; Bullock, Doug] Boise State Univ, Boise, ID 83725 USA',\n",
       " '[McConnell, John R., III] Austin Peay State Univ, Dept Educ Specialties, POB 4545, Clarksville, TN 37044 USA',\n",
       " '[McFadden, Justin R.] Univ Louisville, Louisville, KY 40292 USA; [Roehrig, Gillian H.] Univ Minnesota, St Paul, MN 55108 USA',\n",
       " '[Shadle, Susan E.; Marker, Anthony; Earl, Brittnee] Boise State Univ, 1910 Univ Dr, Boise, ID 83725 USA',\n",
       " '[Burte, Heather; Gardony, Aaron L.; Taylor, Holly A.] Tufts Univ, Dept Psychol, 490 Boston Ave, Medford, MA 02155 USA; [Gardony, Aaron L.] Ctr Appl Brain & Cognit Sci, 200 Boston Ave, Medford, MA 02155 USA; [Gardony, Aaron L.] US Army, Natick Soldier Res Dev & Engn Ctr, Cognit Sci Team, Natick, MA 01760 USA; [Hutton, Allyson] Think3d, 1018 Maple Lane, Davis, CA 95616 USA',\n",
       " '[Nathan, Mitchell J.] Univ Wisconsin, Educ Sci Bldg,1025 West Johnson St, Madison, WI 53705 USA; [Walkington, Candace] Southern Methodist Univ, Dallas, TX USA',\n",
       " '[Resnick, Ilyse] Penn State Univ Lehigh Valley, Dept Psychol, 2809 Saucon Valley Rd, Center Valley, PA 18034 USA; [Davatzes, Alexandra] Temple Univ, Dept Earth & Environm Sci, Philadelphia, PA 19122 USA; [Newcombe, Nora S.; Shipley, Thomas F.] Temple Univ, Dept Psychol, Philadelphia, PA 19122 USA',\n",
       " '[Simpson, Timothy W.] Penn State Univ, Mech & Ind Engn, State Coll, PA 16804 USA; [Williams, Christopher B.] Virginia Tech, Mech Engn, Blacksburg, VA USA; [Hripko, Michael] Youngstown State Univ, Youngstown, OH 44555 USA',\n",
       " '[Campbell, Chris; Rolls, Jason] Coll North Atlantic Qatar, Sch Language Studies & Acad, Doha, Qatar',\n",
       " '[Linvill, Darren L.; Cranmer, Gregory A.] Clemson Univ, Dept Commun, 405 Strode Tower, Clemson, SC 29634 USA',\n",
       " '[Sheffield, Rachel; Koul, Rekha; Blackley, Susan] Curtin Univ, Sch Educ, Perth, WA, Australia; [Maynard, Nicoleta] Curtin Univ, Fac Sci & Engn, Perth, WA, Australia',\n",
       " '[Fitzallen, Noleine] Univ Tasmania, Fac Educ, Hobart, Tas, Australia; [Brown, Natalie Ruth] Univ Tasmania, Tasmanian Inst Learning & Teaching, Hobart, Tas, Australia',\n",
       " '[Riley, Donna] Smith Coll, Picker Engn Program, Northampton, MA 01063 USA; [Riley, Donna] Virginia Tech, Dept Engn Educ, Blacksburg, VA 24061 USA; [Riley, Donna] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA',\n",
       " '[Carter, Lyn] Australian Catholic Univ, Sch Educ, Melbourne, Vic, Australia',\n",
       " '[Stryzhak, Oleksandr Ye.] Minor Acad Sci Ukraine, Sci, Kiev, Ukraine; [Slipukhina, Iryna A.] Natl Aviat Univ, Gen Phys Dept, Kiev, Ukraine; [Polikhun, Nataliia I.] Natl Acad Sci Ukraine, Gifted Child Inst, Kiev, Ukraine; [Chernetckiy, Ihor S.] Dept Teching & Themat Knowledge Syst Dev, Pedag Sci, Kiev, Ukraine',\n",
       " '[Bell, Dawne; Wooff, David] Edge Hill Univ, Fac Educ, Ormskirk, England; [McLain, Matt] Liverpool John Moores Univ, Sch Educ, Marsh Campus, Liverpool, Merseyside, England; [Morrison-Love, David] Univ Glasgow, Sch Educ, Curriculum Assessment & Pedag Res & Teaching Grp, Glasgow, Lanark, Scotland',\n",
       " '[Buxton, Cory; Allexsaht-Snider, Martha] Univ Georgia, 629 Aderhold Hall, Athens, GA 30602 USA; [Harper, Susan] Johns Hopkins Univ, Baltimore, MD 21218 USA; [Payne, Yolanda Denise] Clarke Cty Sch Dist, Clarke Cty, GA USA',\n",
       " '[Bullock, Erika C.] Univ Wisconsin, Madison, WI 53706 USA',\n",
       " '[Won, Samantha G. L.] Virginia Tech, Dept Learning Sci & Technol, 6 New Bedford Court, Stafford, VA 22554 USA; [Evans, Michael A.] North Carolina State Univ, Friday Inst Educ Innovat, Dept Teacher Educ & Learning Sci, Raleigh, NC USA; [Huang, Lixiao] North Carolina State Univ, Dept Psychol, Raleigh, NC USA',\n",
       " '[Casas, Yadira; Blanco-Blanco, Angeles] Univ Complutense Madrid, Madrid, Spain',\n",
       " '[Redman, Christine] Univ Melbourne, Grad Sch Educ, Melbourne, Vic, Australia',\n",
       " '[Kordaki, Maria; Berdousis, Ioannis] Univ Aegean, Dept Cultural Technol & Commun, Univ Hill, Mitilini 81100, Greece',\n",
       " '[Nemorin, Selena; Selwyn, Neil] Monash Univ, Fac Educ, Melbourne, Vic, Australia',\n",
       " '[Sengupta, Pratim; Shanahan, Marie-Claire] Univ Calgary, Werklund Sch Educ, 2500 Univ Dr NW, Calgary, AB T2N 1N4, Canada',\n",
       " '[Musah, Rabi A.; Ford, Michael] SUNY Albany, Albany, NY 12222 USA',\n",
       " '[Fisher, Dara R.] Harvard Univ, Cambridge, MA 02138 USA; [Bagiati, Aikaterini; Sarma, Sanjay] MIT, Cambridge, MA 02139 USA',\n",
       " '[Hernandez, Paul R.] West Virginia Univ, Dept Learning Sci & Human Dev, Allen Hall,355 Oakland St,POB 6122, Morgantown, WV 26506 USA; [Estrada, Mica] Univ Calif San Francisco, Inst Hlth Aging, San Francisco, CA 94143 USA; [Woodcock, Anna; Schultz, P. Wesley] Calif State Univ San Marcos, Dept Psychol, San Marcos, CA USA',\n",
       " '[Wang, Xueli; Sun, Ning; Wagner, Brit] Univ Wisconsin, Dept Educ Leadership & Policy Anal, Madison, WI 53706 USA; [Lee, Seo Young] Univ Wisconsin, Dept Educ Psychol, Madison, WI USA',\n",
       " '[Hansen-Thomas, Holly] Texas Womans Univ, Dept Bilingual & ESL Educ, Denton, TX 76204 USA; [Langman, Juliet] UTSA, Dept Bicultural Bilingual Studies, San Antonio, TX 78249 USA',\n",
       " '[Pearson, Greg] Natl Acad Engn, 500 Fifth St NW, Washington, DC 20001 USA',\n",
       " '[Cavlazoglu, Baki] Karadeniz Tech Univ, Fatih Fac Educ, Dept Math & Sci Educ, Trabzon, Turkey; [Stuessy, Carol] Texas A&M Univ, Dept Teaching Learning & Culture, College Stn, TX USA',\n",
       " '[Schnittka, Christine] Auburn Univ, Dept Curriculum & Teaching, Auburn, AL 36849 USA',\n",
       " '[Kimmel, Howard; Hirsch, Linda; Burr-Alexander, Levelle] New Jersey Inst Technol, Ctr Precoll Programs, Newark, NJ 07102 USA; [Rockland, Ronald] New Jersey Inst Technol, Dept Engn Technol, Newark, NJ 07102 USA',\n",
       " '[Vidic, Andreja Drobnic] Univ Ljubljana, Fac Math & Phys, Jadranska 19, Ljubljana, Slovenia',\n",
       " '[Dana-Picard, Thierry] Jerusalem Coll Technol, Jerusalem, Israel; [Zeitoun, David] Orot Coll, Rehovot, Israel',\n",
       " '[Smith, Emma] Univ Leicester, Sch Educ, Leicester, Leics, England; [White, Patrick] Univ Leicester, Dept Sociol, Leicester, Leics, England',\n",
       " ...]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# C-1 info: 所有作者列表\n",
    "info = df['C1'].fillna(\"空缺值\").tolist()\n",
    "info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['[Bagiati, Aikaterini] MIT, MIT SUTD Collaborat Off, 77 Massachusetts Ave, Cambridge, MA 02139 USA; [Yoon, So Yoon] Texas A&M Univ, Texas A&M Engn Expt Stn, College Stn, TX 77843 USA; [Evangelou, Demetra] Democritus Univ, Dept Educ Sci Early Childhood, Alexandroupolis 69100, Greece; [Magana, Alejandra] Purdue Univ, Comp & Informat Technol Dept, W Lafayette, IN 47907 USA; [Kaloustian, Garene] Lebanese Amer Univ, Dept Educ, Beirut, Lebanon; [Zhu, Jiabin] Shanghai Jiao Tong Univ, Grad Sch Educ, Shanghai, Peoples R China',\n",
       " '[Besterfield-Sacre, Mary] Univ Pittsburgh, Pittsburgh, PA 15261 USA; [Cox, Monica F.; Beddoes, Kacey] Purdue Univ, Sch Engn Educ, W Lafayette, IN 47907 USA; [Borrego, Maura] Virginia Tech, Engn Educ Dept, Blacksburg, VA 24061 USA; [Zhu, Jiabin] Shanghai Jiao Tong Univ, Grad Sch Educ, Shanghai 200240, Peoples R China',\n",
       " '[Huang, Yuanzhen] Quanzhou Ocean Inst, Quanzhou 362700, Peoples R China; [Liu, Xiaohui] Xiamen Univ, Inst Educ, Xiamen 361021, Peoples R China; [Huang, Yuanzhen; Liu, Xiaohui] Jimei Univ, Sch Sci, Xiamen 361021, Peoples R China',\n",
       " '[Bautista, Alfredo] Educ Univ Hong Kong, Hong Kong, Peoples R China',\n",
       " '[Lian, Yi] Chinese Univ Hong Kong, Fac Educ, Hong Kong 999077, Peoples R China; [Tsang, Kwok-Kuen] Beijing Normal Univ, Coll Educ Adm, Fac Educ, Beijing 100875, Peoples R China; [Zhang, Ying] Capital Univ Econ & Business, Coll Urban Econ & Publ Adm, Beijing 100070, Peoples R China',\n",
       " '[Luo, Tian; So, Winnie Wing Mui; Li, Wai Chin] Educ Univ Hong Kong, Dept Sci & Environm Studies, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Luo, Tian; So, Winnie Wing Mui; Li, Wai Chin] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Wan, Zhi Hong] Educ Univ Hong Kong, Dept Curriculum & Instruct, Tai Po, Hong Kong, Peoples R China',\n",
       " '[Lamb, Richard] East Carolina Univ, Coll Educ, Neurocognit Sci Lab, Greenville, NC 27858 USA; [Hoston, Douglas] SUNY Coll Buffalo, Buffalo, NY USA; [Lin, Jing] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing, Peoples R China; [Firestone, Jonah] Washington State Univ Tricities, Richland, WA USA',\n",
       " '[Hsiao, Peng-Wei] Macau Univ Sci & Technol, Dept Fine Arts Digital Media, Macau, Peoples R China; [Su, Chung-Ho] Shu Te Univ, Dept Animat & Game Design, Kaohsiung 824, Taiwan',\n",
       " '[Lee, Donghee; Greer, Sydney E.; Dudley, Andrew T.] Univ Nebraska Med Ctr, Dept Genet Cell Biol & Anat, Omaha, NE 68198 USA; [Kuss, Mitchell A.] Univ Nebraska Med Ctr, Dept Internal Med, Omaha, NE 68198 USA; [An, Yang] Shandong Univ, Cheeloo Coll Med, Jinan 250012, Shandong, Peoples R China',\n",
       " '[Ng, Davy Tsz Kit; Chu, Samuel Kai Wah] Univ Hong Kong, Fac Educ, Pok Fu Lam, Hong Kong, Peoples R China',\n",
       " '[So, Winnie Wing Mui] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Hong Kong, Peoples R China; [So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China',\n",
       " '[Loyalka, Prashant; Shi, Zhaolei] Stanford Univ, Grad Sch Educ, Stanford, CA 94305 USA; [Loyalka, Prashant; Wang, Huan; Khanna, Saurabh; Bhuradia, Ashutosh] Stanford Univ, Freeman Spogli Inst Int Studies, Stanford, CA 94305 USA; [Liu, Ou Lydia; Gu, Lin; Ling, Guangming] Educ Testing Serv, Princeton, NJ 08541 USA; [Li, Guirong; Li, Yanyan] Henan Univ, Sch Educ, Int Ctr Act Res Educ, Kaifeng, Henan, Peoples R China; [Kardanova, Elena; Chirikov, Igor; Federiakin, Denis] Natl Res Univ, Inst Educ, Higher Sch Econ, Moscow, Russia; [Chirikov, Igor] Univ Calif Berkeley, Goldman Sch Publ Policy, Ctr Studies Higher Educ, Berkeley, CA 94720 USA; [Hu, Shangfeng] Sichuan Normal Univ, Fac Educ, Chengdu, Sichuan, Peoples R China; [Yu, Ningning] Jinan Univ, Inst Higher Educ Res, Jinan, Peoples R China; [Ma, Liping] Peking Univ, Grad Sch Educ, Beijing, Peoples R China; [Guo, Fei] Tsinghua Univ, Inst Educ, Beijing, Peoples R China; [Beteille, Tara; Tognatta, Namrata] World Bank, Washington, DC USA',\n",
       " '[Wan, Zhi Hong] Educ Univ Hong Kong, Dept Curriculum & Instruct, Hong Kong, Peoples R China; [So, Wing Mui Winnie] Educ Univ Hong Kong, Dept Sci & Environm Studies, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Hu, Weiping] Shaanxi Normal Univ, Ctr Teacher Profess Abil Dev, Xian, Peoples R China',\n",
       " '[Chen, Xieling] Educ Univ Hong Kong, Dept Math & Informat Technol, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Zou, Di] Educ Univ Hong Kong, Dept English Language Educ, 10 Lo Ping Rd, Hong Kong, Peoples R China; [Xie, Haoran] Lingnan Univ, Dept Comp & Decis Sci, 8 Castle Peak Rd, Hong Kong, Peoples R China; [Wang, Fu Lee] Open Univ Hong Kong, Sch Sci & Technol, Ho Man Tin, Kowloon, 30 Good Shepherd St, Hong Kong, Peoples R China',\n",
       " '[Hackman, Salomey Tardy] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China; [Zhang, Danhui; He, Jingwen] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing, Peoples R China',\n",
       " '[Kwan, Reggie] Open Univ Hong Kong, Comp Sci, Ho Man Tin, Hong Kong, Peoples R China; [Wong, Billy Tak-Ming] Open Univ Hong Kong, Ho Man Tin, Hong Kong, Peoples R China',\n",
       " '[Hali, Ali Usman; Aslam, Sarfraz; Zhang, BaoHui] Shaanxi Normal Univ, Sch Educ, 199 South Changan Rd, Xian 710062, Peoples R China; [Saleem, Atif] Zhejiang Normal Univ, Coll Educ & Human Dev, Coll Teacher Educ, Jinhua 321004, Zhejiang, Peoples R China',\n",
       " '[Apple, Michael W.] Beijing Normal Univ, Educ, Beijing, Peoples R China; [Apple, Michael W.] Univ Wisconsin, Curriculum & Instruct & Educ Policy Studies, Madison, WI USA',\n",
       " '[Tam, Hau-lin; Chan, Angus Yuk-fung; Lai, Oscar Long-hin] City Univ Hong Kong, Dept Social & Behav Sci, Hong Kong, Peoples R China',\n",
       " '[Song, Huan] Beijing Normal Univ, Inst Teacher Educ, Beijing, Peoples R China; [Zhou, Mingming] Univ Macau, Fac Educ, Av Univ, Taipa, Macao, Peoples R China',\n",
       " '[Chow, Stephen Cheuk Fai; So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China; [Chow, Stephen Cheuk Fai] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Hong Kong, Peoples R China',\n",
       " '[Chai, Ching Sing; Jong, Morris Siu-Yung] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Shatin, Hong Kong, Peoples R China; [Chai, Ching Sing; Jong, Morris Siu-Yung] Chinese Univ Hong Kong, Ctr Learning Sci & Technol, Shatin, Hong Kong, Peoples R China; [Rahmawati, Yuli] Univ Negeri Jakarta, Dept Chem Educ, Jakarta 13320, Indonesia',\n",
       " '[Li, Xiaoshan] Beijing Normal Univ, Fac Educ, Smart Learning Inst, Sch Educ Technol, Xinjiekouwai St, Beijing 100875, Peoples R China; [Wang, Wenjing] Beijing Normal Univ, Sch Syst Sci, Xinjiekouwai St, Beijing 100875, Peoples R China',\n",
       " '[Zhu, Xinhong; Xiong, Zhenfang; Zheng, Taoyun; Li, Lin; Zhang, Liuyi; Yang, Fen] Hubei Univ Chinese Med, Sch Nursing, Wuhan, Peoples R China',\n",
       " '[Mi, Shuaishuai; Lu, Shanshan] Shandong Normal Univ, Jinan 250014, Shandong, Peoples R China; [Bi, Hualin] Qufu Normal Univ, Qufu, Shandong, Peoples R China',\n",
       " '[Wang, Liyan] Shanghai Normal Univ, Shanghai, Peoples R China; [Chiang, Feng-Kuang] Shanghai Normal Univ, Dept Educ Technol, Shanghai, Peoples R China',\n",
       " '[Dong, Yan; Wang, Jing] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China; [Yang, Yunying] Univ Melbourne, Melbourne Grad Sch Educ, Melbourne, Vic 3053, Australia; [Kurup, Premnadh M.] La Trobe Univ, Sch Educ, Melbourne, Vic, Australia',\n",
       " '[Wan, Zhi Hong; Jiang, Yushan; Zhan, Ying] Educ Univ Hong Kong, Dept Curriculum & Instruct, Hong Kong, Peoples R China',\n",
       " '[Davis, James P.] Queensland Univ Technol, Brisbane, Qld 4059, Australia; [Du, Juan; Tang, Jia-Hui; Qiao, Lu; Liu, Yan-Qiu; Chiang, Feng-Kuang] Shanghai Normal Univ, Shanghai, Peoples R China',\n",
       " '[Zhan, Xiaohong; Xu, Ranran] East China Normal Univ, Coll Teacher Educ, Fac Educ, Shanghai, Peoples R China; [Sun, Daner; Wan, Zhi Hong] Educ Univ Hong Kong, Dept Math & Informat Technol, Hong Kong, Peoples R China; [Hua, Yingli] Chengdu Tanghu Foreign Languages Sch, Chengdu, Peoples R China',\n",
       " '[Weng, Jiayi; Li, Hui] Univ Hong Kong, Fac Educ, Hong Kong, Peoples R China; [Li, Hui] Macquarie Univ, Fac Educ, N Ryde, NSW, Australia',\n",
       " '[Gao, Fei] Bowling Green State Univ, 260 Technol Bldg, Bowling Green, OH 43403 USA; [Li, Lan] Bowling Green State Univ, 521 Educ Bldg, Bowling Green, OH 43403 USA; [Sun, Yanyan] East China Normal Univ, 3663 North Zhongshan Rd, Shanghai 200062, Peoples R China',\n",
       " '[So, Wing Mui Winnie] Educ Univ Hong Kong, Ctr Educ Environm Sustainabil, Dept Sci & Environm Studies, Hong Kong, Peoples R China; [He, Qianwen; Chen, Yu; Chow, Cheuk Fai] Educ Univ Hong Kong, Dept Sci & Environm Studies, Hong Kong, Peoples R China; [Chow, Cheuk Fai] Educ Univ Hong Kong, Knowledge Transfer Sub Off, Hong Kong, Peoples R China',\n",
       " '[Chiang, Feng-Kuang; Liu, Yan-qiu; Feng, Xiran; Zhuang, Yaoxian; Sun, Yulong] Shanghai Normal Univ, Coll Educ, Dept Educ Technol, Shanghai, Peoples R China; [Chiang, Feng-Kuang] MIT, RELATE Lab, 77 Massachusetts Ave, Cambridge, MA 02139 USA',\n",
       " '[Gao, Xiaoyi; Li, Peishan; Sun, Huifang] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China; [Shen, Ji] Univ Miami, Dept Teaching & Learning, Sch Educ & Human Dev, Coral Gables, FL 33124 USA',\n",
       " '[Li, Kam-Cheong; Wong, Billy Tak-Ming] Open Univ Hong Kong, Inst Res Open & Innovat Educ, Kowloon, Hong Kong, Peoples R China',\n",
       " '[Huang, Fenxia] Fujian Normal Univ, Fac Educ, Fuzhou, Peoples R China',\n",
       " '[Zhuang, Tengteng; Cheung, Alan C. K.] Chinese Univ Hong Kong, Dept Educ Adm & Policy, Hong Kong, Peoples R China; [Tam, Winnie] Chinese Univ Hong Kong, Ctr Univ Sch Partnership, Hong Kong, Peoples R China',\n",
       " '[Leung, Allen] Hong Kong Baptist Univ, Dept Educ Studies, Kowloon, Tong Campus, Hong Kong, Peoples R China',\n",
       " '[Xu, Meidan; Gu, Jianjun] Nanjing Normal Univ, Sch Educ Sci, 122 Ninghai Rd, Nanjing, Jiangsu, Peoples R China; [Williams, P. John] Curtin Univ, Perth, WA, Australia; [Zhang, Hang] State Grid, Taizhou Power Supply Co, Taizhou, Peoples R China',\n",
       " '[Cheng, Yin Cheong] Educ Univ Hong Kong, Tai Po, Dept Educ Policy & Leadership, Hong Kong, Peoples R China; [So, Winnie Wing Mui] Educ Univ Hong Kong, Dept Sci & Environm Studies, Tai Po, Hong Kong, Peoples R China',\n",
       " '[Fung, Chak-Him] Educ Univ Hong Kong, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China',\n",
       " '[Nguyen Thi To Khuyen] Natl Taiwan Normal Univ, Grad Inst Sci Educ, Taipei 11677, Taiwan; [Nguyen Van Bien] Hanoi Natl Univ Educ, Fac Phys, Hanoi 10000, Vietnam; [Lin, Pei-Ling; Chang, Chun-Yen] Natl Taiwan Normal Univ, Sci Educ Ctr, Taipei 11677, Taiwan; [Lin, Jing] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing 100875, Peoples R China',\n",
       " '[Fendos, Justin] Fudan Univ, Tan Sch, Shanghai, Peoples R China',\n",
       " '[Zhou, Yisu; Fan, Xitao] Univ Macau, Fac Educ E33, Room 3022,Av Univ, Taipa, Macau, Peoples R China; [Wei, Xiaoxin] Amer Inst Res, Washington, DC USA; [Tai, Robert H.] Univ Virginia, Charlottesville, VA USA',\n",
       " '[Chiang, Feng-Kuang] Beijing Normal Univ, Fac Educ, Sch Educ Technol, 19 XinJieKouWai St, Beijing 100875, Peoples R China; [Chiang, Feng-Kuang] Beijing Normal Univ, Beijing Adv Innovat Ctr Future Educ, Beijing 100875, Peoples R China',\n",
       " '[Li, Yanyan; Huang, Zhinan; Jiang, Menglu; Chang, Ting-Wen] Beijing Normal Univ, Sch Educ Technol, R&D Ctr Knowledge Engn, Beijing, Peoples R China',\n",
       " '[Wang, Jingying] Capital Normal Univ, Beijing 100048, Peoples R China; [Guo, Donghui] Beijing 15 Middle Sch, Beijing 100054, Peoples R China; [Jou, Min] Natl Taiwan Normal Univ, Taipei, Taiwan',\n",
       " '[Chiang, Feng-Kuang] Shanghai Normal Univ, Coll Educ, Dept Educ Technol, Shanghai, Peoples R China',\n",
       " '[Kutnick, Peter] Kings Coll London, Sch Educ Commun & Soc, Waterloo Rd, London SE1 9NH, England; [Lee, Betty Pok-Yee] Univ Hong Kong, Fac Educ, Meng Wah Complex,Pokfulam Rd, Hong Kong, Peoples R China; [Chan, Rosanna Yuen-Yan] Chinese Univ Hong Kong, Dept Informat Engn, Shatin NT, Ho Sin Hang Engn Bldg, Hong Kong, Peoples R China; [Chan, Cecilia Ka Yuk] Univ Hong Kong, Cent Podium, Ctr Enhancement Teaching & Learning, Pokfulam Rd, Hong Kong, Peoples R China',\n",
       " '[Hu, Hang; Li, Yaxin; Yang, Yang; Su, Yifei; Du, Shuang] Southwest Univ, Fac Educ, Chongqing, Peoples R China; [Du, Shuang] Sichuan Int Studies Univ, Educ Technol Ctr, Zhuangzhi Rd, Chongqing, PR, Peoples R China',\n",
       " '[Nong, Liqiao; Liu, Geping] Southwest Univ, Ctr Studies Educ & Psychol Ethn Minor, 2 Tiansheng Rd, Chongqing 400715, Peoples R China; [Zhang, Lanlan] Southwest Univ, Fac Educ, 2 Tiansheng Rd, Chongqing 400715, Peoples R China',\n",
       " '[Liu, Zi-Yu] GuangXi Normal Univ, Sch Foreign Language, Guilin, Peoples R China; [Chubarkova, Elena] Russian State Vocat Pedag Univ, Inst Informat Syst, Ekaterinburg, Russia; [Kharakhordina, Marina] Russian State Vocat Pedag Univ, Ekaterinburg, Russia',\n",
       " '[Chiang, Feng-Kuang] Shanghai Normal Univ, Coll Educ, Dept Educ Technol, Shanghai 200234, Peoples R China; [Li, Li; Cai, Rui Heng; Wang, Shan] Beijing Normal Univ, Fac Educ, Sch Educ Technol, Beijing 100875, Peoples R China',\n",
       " '[Song, Miran] Beijing Normal Univ, Fac Educ, Beijing, Peoples R China',\n",
       " '[Li, Sen; Chu, JiaRu; Li, Baoqing] Univ Sci & Technol China, Dept Precis Machinery & Precis Instrumentat, 96 Jinzhai Rd, Hefei 230027, Anhui, Peoples R China; [Li, Sen; Chang, Yu; Pan, Tingrui] Chinese Acad Sci, Shenzhen Inst Adv Technol, 1068 Xueyuan Ave, Shenzhen 518055, Guangdong, Peoples R China; [Pan, Tingrui] Univ Calif Davis, Dept Biomed Engn, Micronano Innovat MINI Lab, One Shields Ave, Davis, CA 95616 USA',\n",
       " '[Wu, Yonghe; Guo, Shouchao; Zhu, Lijuan] East China Normal Univ, Fac Educ, Dept Educ Informat Technol, Shanghai, Peoples R China; [Zhu, Lijuan] Shanghai JianQiao Univ, Coll Informat Technol, Shanghai, Peoples R China',\n",
       " '[Leung, Allen] Hong Kong Baptist Univ, Dept Educ Studies, Hong Kong, Peoples R China',\n",
       " '[Li, Chunxiao] Nanyang Technol Univ, Dept Phys Educ & Sports Sci, Singapore, Singapore; [Kam, Wai Keung Kevin; Zhang, Mengge] Educ Univ Hong Kong, Dept Hlth & Phys Educ, Hong Kong, Peoples R China',\n",
       " '[Chai, Ching Sing; Jong, Morris Siu-Yung; Yin, Hong-biao; Chen, Mengyuan] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Hong Kong, Peoples R China; [Zhou, Wenye] East China Normal Univ, Sch Educ Sci, Shanghai, Peoples R China',\n",
       " '[Craig, Cheryl J.] Texas A&M Univ, Coll Educ & Human Dev, Houston Endowment Endowed Chair Urban Educ, Dept Teaching Learning & Culture, College Stn, TX 77843 USA; [Evans, Paige] Univ Houston, Dept Math, Coll Nat Sci & Math, TeachHOUSTON, Houston, TX 77204 USA; [Verma, Rakesh] Univ Houston, Dept Comp Sci, Coll Nat Sci & Math, Houston, TX 77204 USA; [Stokes, Donna] Univ Houston, Dept Phys, Coll Nat Sci & Math, Houston, TX USA; [Li, Jing] East China Normal Univ, Fac Educ, Shanghai, Peoples R China',\n",
       " '[Hsu, Wei-Ling] Huaiyin Normal Univ, Sch Urban & Environm Sci, Inst Land & Urban Rural Planning, Huaian 223300, Peoples R China; [Chen, Yi-Sian] Chung Hua Univ, Dept Civil Engn, Hsinchu 30012, Taiwan; [Shiau, Yan-Chyuan] Chung Hua Univ, Dept Landscape Architecture, Hsinchu 30012, Taiwan; [Liu, Hsin-Lung] Minghsin Univ Sci & Technol, Dept Leisure Management, Hsinchu 30401, Taiwan; [Chern, Tian-Yow] Chung Hua Univ, Dept Architecture & Urban Planning, Hsinchu 30012, Taiwan',\n",
       " '[Chai, Ching Sing] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Fac Educ, Sha Tin, Hong Kong, Peoples R China',\n",
       " '[Dong, Yan; Xu, Chang; Song, Xiaoting; Fu, Qian] Beijing Normal Univ, Sch Educ Technol, Fac Educ, Beijing 100875, Peoples R China; [Chai, Ching Sing] Chinese Univ Hong Kong, Fac Educ, Shatin, Hong Kong, Peoples R China; [Huang, Yue] Beijing Univ Posts & Telecommun, Network Educ Coll, Beijing 100876, Peoples R China',\n",
       " '[Geng, Jie; Jong, Morris Siu-Yung] Chinese Univ Hong Kong, CLST, Shatin, Hong Kong, Peoples R China; [Jong, Morris Siu-Yung; Chai, Ching Sing] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Shatin, Hong Kong, Peoples R China',\n",
       " '[Lee, Min-Hsien] Natl Taiwan Normal Univ, Program Learning Sci, Taipei, Taiwan; [Chai, Ching Sing] Chinese Univ Hong Kong, Dept Curriculum & Instruct, Shatin, Hong Kong, Peoples R China; [Hong, Huang-Yao] Natl Chengchi Univ, Dept Educ, Taipei, Taiwan; [Lee, Min-Hsien] Natl Taiwan Normal Univ, Inst Res Excellence Learning Sci, Taipei, Taiwan',\n",
       " '[Chiang, Feng-Kuang; Wang, Liyan] Shanghai Normal Univ, Dept Educ Technol, Coll Educ, Shanghai 200234, Peoples R China; [Yan, Xiaomei] Beijing Normal Univ, Smart Learning Inst, Beijing 100875, Peoples R China; [Zhang, Jingjing] Beijing Normal Univ, Big Data Ctr Technol Mediated Educ, Beijing 100875, Peoples R China; [Yang, Yehong; Chen, Li] Beijing Normal Univ, Sch Educ Technol, Res Ctr Distance Educ, Beijing 100875, Peoples R China',\n",
       " '[Zhai, Lian] Sichuan Vocat & Tech Coll, Suining, Peoples R China',\n",
       " '[Zhou, Shao-Na; Zeng, Hui; Xu, Shao-Rui; Chen, Lu-Chang; Xiao, Hua] South China Normal Univ, Sch Phys & Telecommun Engn, Guangzhou 510006, Guangdong, Peoples R China',\n",
       " '[Zhao, Wenxiao] Univ Jinan, Sch Foreign Languages, Jinan, Shandong, Peoples R China; [Guo, Shaoni] Qingdao Univ Sci & Technol, Chinesisch Deutsch Tech Fak, Qingdao, Peoples R China',\n",
       " '[Wu, Ting] Southwest Jiaotong Univ, Chengdu, Sichuan, Peoples R China; [Albion, Peter] Univ Southern Queensland, Toowoomba, Qld, Australia',\n",
       " '[Ni, Qin; Zhang, Lele; Zhang, Bo] Shanghai Normal Univ, Coll Informat Mech & Elect Engn, Shanghai 200234, Peoples R China; [Chiang, Feng-Kuang] Shanghai Normal Univ, Coll Educ, Dept Educ Technol, Shanghai 200234, Peoples R China',\n",
       " '[Wang, Xingwei; Guo, Liang] China Univ Petr East China, Sch Informat & Control Engn, Qingdao 266580, Shandong, Peoples R China; [Xu, Wenwen] China Univ Petr East China, Sch Econ & Management, Qingdao 266580, Shandong, Peoples R China',\n",
       " '[Li, Yan; Zhang, Qiaoliang; Feng, Wenfang; Wang, Song] Lanzhou Univ Technol, Sch Econ & Management, Lanzhou, Gansu, Peoples R China; [Li, Yan] Hohai Univ, Business Sch, Nanjing, Jiangsu, Peoples R China; [Feng, Wenfang] Southeast Univ, Sch Econ & Management, Nanjing, Jiangsu, Peoples R China; [Kang, Haibin] Lanzhou Univ Technol, Lanzhou, Gansu, Peoples R China; [Kang, Haibin; Bao, Zheshi] Nanjing Univ Finance & Econ, Nanjing, Jiangsu, Peoples R China']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# C-2 请使用info列表\n",
    "China_list = []\n",
    "for item in info:\n",
    "    if \"China\" in item:\n",
    "        China_list.append(item)\n",
    "China_list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  Q4 （20分）🌶🌶 中等\n",
    "\n",
    "-----------------\n",
    "* 尝试用python代码取出 邮政编码（注：5位的数字信息）并存进邮编列表中。\n",
    "* 答案示例：\n",
    "```\n",
    "['93106',\n",
    " '93106',\n",
    " '93106',\n",
    " '93106',\n",
    " '20548',\n",
    " '94305',\n",
    " ...\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# D-1 新建邮编_list空列表，后续得到邮编信息请增加进此列表\n",
    "邮编_list = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['93106',\n",
       " '93106',\n",
       " '93106',\n",
       " '93106',\n",
       " '20548',\n",
       " '94305',\n",
       " '20230',\n",
       " '95616',\n",
       " '43210',\n",
       " '99164',\n",
       " '47907',\n",
       " '60208',\n",
       " '58202',\n",
       " '47907',\n",
       " '85287',\n",
       " '77843',\n",
       " '53706',\n",
       " '22903',\n",
       " '49221',\n",
       " '40292',\n",
       " '40292',\n",
       " '24061',\n",
       " '14850',\n",
       " '14850',\n",
       " '14850',\n",
       " '14850',\n",
       " '84322',\n",
       " '80309',\n",
       " '48106',\n",
       " '95616',\n",
       " '94949',\n",
       " '10021',\n",
       " '10021',\n",
       " '77843',\n",
       " '84322',\n",
       " '83725',\n",
       " '06269',\n",
       " '02139',\n",
       " '77843',\n",
       " '47907',\n",
       " '24061',\n",
       " '24061',\n",
       " '77057',\n",
       " '10027',\n",
       " '13902',\n",
       " '13902',\n",
       " '70813',\n",
       " '53706',\n",
       " '10003',\n",
       " '20910',\n",
       " '20910',\n",
       " '20910',\n",
       " '20910',\n",
       " '74106',\n",
       " '33458',\n",
       " '33410',\n",
       " '82073',\n",
       " '22036',\n",
       " '45220',\n",
       " '10027',\n",
       " '10027',\n",
       " '75275',\n",
       " '53715',\n",
       " '80523',\n",
       " '60208',\n",
       " '23529',\n",
       " '23284',\n",
       " '22904',\n",
       " '27411',\n",
       " '27110',\n",
       " '27110',\n",
       " '27110',\n",
       " '30144',\n",
       " '30144',\n",
       " '40509',\n",
       " '30144',\n",
       " '20036',\n",
       " '15205',\n",
       " '24061',\n",
       " '24061',\n",
       " '24061',\n",
       " '24061',\n",
       " '74078',\n",
       " '91711',\n",
       " '02215',\n",
       " '02115',\n",
       " '11550',\n",
       " '02115',\n",
       " '02114',\n",
       " '02114',\n",
       " '02115',\n",
       " '52242',\n",
       " '49008',\n",
       " '77843',\n",
       " '68506',\n",
       " '68333',\n",
       " '70803',\n",
       " '70803',\n",
       " '98052',\n",
       " '98195',\n",
       " '61790',\n",
       " '80217',\n",
       " '85721',\n",
       " '16563',\n",
       " '61820',\n",
       " '61820',\n",
       " '02912',\n",
       " '02912',\n",
       " '93106',\n",
       " '37996',\n",
       " '37996',\n",
       " '37996',\n",
       " '59717',\n",
       " '77251',\n",
       " '62901',\n",
       " '86011',\n",
       " '98195',\n",
       " '04469',\n",
       " '23529',\n",
       " '23529',\n",
       " '38152',\n",
       " '36688',\n",
       " '36688',\n",
       " '39529',\n",
       " '02460',\n",
       " '27411',\n",
       " '27110',\n",
       " '27707',\n",
       " '27695',\n",
       " '93106',\n",
       " '19122',\n",
       " '15261',\n",
       " '47907',\n",
       " '24061',\n",
       " '24061',\n",
       " '24061',\n",
       " '49008',\n",
       " '49008',\n",
       " '70433',\n",
       " '27411',\n",
       " '27110',\n",
       " '90840',\n",
       " '98195',\n",
       " '98195',\n",
       " '97201',\n",
       " '95051',\n",
       " '97006',\n",
       " '97201',\n",
       " '97201',\n",
       " '02139',\n",
       " '02115',\n",
       " '68516',\n",
       " '68588',\n",
       " '68182',\n",
       " '80523',\n",
       " '80523',\n",
       " '77843',\n",
       " '76019',\n",
       " '94305',\n",
       " '02912',\n",
       " '35899',\n",
       " '15261',\n",
       " '77843',\n",
       " '80208',\n",
       " '12222',\n",
       " '80523',\n",
       " '80523',\n",
       " '80523',\n",
       " '48202',\n",
       " '44242',\n",
       " '15260',\n",
       " '94129',\n",
       " '94158',\n",
       " '94158',\n",
       " '02155',\n",
       " '60208',\n",
       " '19122',\n",
       " '32310',\n",
       " '95060',\n",
       " '47907',\n",
       " '04469',\n",
       " '58108',\n",
       " '92120',\n",
       " '21250',\n",
       " '16802',\n",
       " '01002',\n",
       " '53706',\n",
       " '94607',\n",
       " '91711',\n",
       " '48825',\n",
       " '48825',\n",
       " '48825',\n",
       " '48825',\n",
       " '48825',\n",
       " '48825',\n",
       " '24061',\n",
       " '17837',\n",
       " '49008',\n",
       " '49008',\n",
       " '77843',\n",
       " '48859',\n",
       " '73019',\n",
       " '20057',\n",
       " '22203',\n",
       " '20057',\n",
       " '20057',\n",
       " '89154',\n",
       " '45221',\n",
       " '45221',\n",
       " '47906',\n",
       " '92110',\n",
       " '06355',\n",
       " '02139',\n",
       " '77005',\n",
       " '10996',\n",
       " '83725',\n",
       " '83725',\n",
       " '02467',\n",
       " '02467',\n",
       " '50011',\n",
       " '60637',\n",
       " '87701',\n",
       " '87701',\n",
       " '80523',\n",
       " '60208',\n",
       " '93106',\n",
       " '15213',\n",
       " '02139',\n",
       " '44242',\n",
       " '29634',\n",
       " '29634',\n",
       " '30602',\n",
       " '30332',\n",
       " '57401',\n",
       " '48824',\n",
       " '30602',\n",
       " '82071',\n",
       " '30602',\n",
       " '03824',\n",
       " '48109',\n",
       " '47907',\n",
       " '85257',\n",
       " '74074',\n",
       " '22230',\n",
       " '20742',\n",
       " '63130',\n",
       " '63130',\n",
       " '19085',\n",
       " '23187',\n",
       " '46556',\n",
       " '47907',\n",
       " '60208',\n",
       " '60208',\n",
       " '49008',\n",
       " '49008',\n",
       " '80309',\n",
       " '44115',\n",
       " '44122',\n",
       " '15213',\n",
       " '15213',\n",
       " '93407',\n",
       " '15213',\n",
       " '92521',\n",
       " '59717',\n",
       " '97403',\n",
       " '47907',\n",
       " '47907',\n",
       " '47907',\n",
       " '20510',\n",
       " '73019',\n",
       " '94305',\n",
       " '94305',\n",
       " '26506',\n",
       " '99210',\n",
       " '95211',\n",
       " '85721',\n",
       " '22230',\n",
       " '78712',\n",
       " '78712',\n",
       " '35899',\n",
       " '15261',\n",
       " '15261',\n",
       " '43201',\n",
       " '43201',\n",
       " '37996',\n",
       " '30318',\n",
       " '23529',\n",
       " '20001',\n",
       " '55057',\n",
       " '65211',\n",
       " '84602',\n",
       " '89557',\n",
       " '14853',\n",
       " '64110',\n",
       " '49931',\n",
       " '49931',\n",
       " '49931',\n",
       " '49931',\n",
       " '20036',\n",
       " '15261',\n",
       " '10016',\n",
       " '30332',\n",
       " '30332',\n",
       " '30332',\n",
       " '30332',\n",
       " '85008',\n",
       " '16802',\n",
       " '59717',\n",
       " '79968',\n",
       " '79968',\n",
       " '79968',\n",
       " '79968',\n",
       " '79968',\n",
       " '79968',\n",
       " '79968',\n",
       " '79968',\n",
       " '38677',\n",
       " '38677',\n",
       " '38677',\n",
       " '30322',\n",
       " '19041',\n",
       " '19041',\n",
       " '80309',\n",
       " '47907',\n",
       " '13045',\n",
       " '32306',\n",
       " '65211',\n",
       " '95053',\n",
       " '93106',\n",
       " '84602',\n",
       " '92093',\n",
       " '50011',\n",
       " '40506',\n",
       " '32816',\n",
       " '90840',\n",
       " '43403',\n",
       " '92182',\n",
       " '30602',\n",
       " '94720',\n",
       " '50311',\n",
       " '61801',\n",
       " '33155',\n",
       " '33155',\n",
       " '60614',\n",
       " '46556',\n",
       " '85287',\n",
       " '75205',\n",
       " '33199',\n",
       " '20059',\n",
       " '77004',\n",
       " '48824',\n",
       " '74104',\n",
       " '80202',\n",
       " '08648',\n",
       " '90095',\n",
       " '11794',\n",
       " '11794',\n",
       " '48859',\n",
       " '48859',\n",
       " '77004',\n",
       " '37614',\n",
       " '11210',\n",
       " '47907',\n",
       " '47907',\n",
       " '27858',\n",
       " '32304',\n",
       " '30118',\n",
       " '65211',\n",
       " '86011',\n",
       " '10017',\n",
       " '42101',\n",
       " '60680',\n",
       " '12561',\n",
       " '52242',\n",
       " '79409',\n",
       " '01742',\n",
       " '94608',\n",
       " '80523',\n",
       " '11235',\n",
       " '12866',\n",
       " '20742',\n",
       " '19122',\n",
       " '60208',\n",
       " '23529',\n",
       " '68198',\n",
       " '68198',\n",
       " '78712',\n",
       " '32611',\n",
       " '79968',\n",
       " '19104',\n",
       " '93740',\n",
       " '48824',\n",
       " '32306',\n",
       " '04469',\n",
       " '04469',\n",
       " '15260',\n",
       " '02138',\n",
       " '02138',\n",
       " '19104',\n",
       " '19104',\n",
       " '44106',\n",
       " '95817',\n",
       " '44106',\n",
       " '79968',\n",
       " '47907',\n",
       " '30602',\n",
       " '47907',\n",
       " '84602',\n",
       " '02155',\n",
       " '30332',\n",
       " '29634',\n",
       " '29625',\n",
       " '29634',\n",
       " '27695',\n",
       " '75275',\n",
       " '37996',\n",
       " '94305',\n",
       " '94305',\n",
       " '08541',\n",
       " '94720',\n",
       " '49008',\n",
       " '33620',\n",
       " '24061',\n",
       " '80309',\n",
       " '48824',\n",
       " '48109',\n",
       " '48109',\n",
       " '92096',\n",
       " '49008',\n",
       " '92120',\n",
       " '20742',\n",
       " '27514',\n",
       " '80309',\n",
       " '38505',\n",
       " '92093',\n",
       " '92093',\n",
       " '92093',\n",
       " '92093',\n",
       " '92093',\n",
       " '77843',\n",
       " '01610',\n",
       " '01610',\n",
       " '01610',\n",
       " '01610',\n",
       " '33199',\n",
       " '21218',\n",
       " '17325',\n",
       " '89512',\n",
       " '17603',\n",
       " '55104',\n",
       " '95616',\n",
       " '95616',\n",
       " '95616',\n",
       " '68588',\n",
       " '32514',\n",
       " '11549',\n",
       " '11530',\n",
       " '11530',\n",
       " '11364',\n",
       " '11439',\n",
       " '11201',\n",
       " '11201',\n",
       " '11201',\n",
       " '10003',\n",
       " '10016',\n",
       " '10016',\n",
       " '32901',\n",
       " '32901',\n",
       " '94403',\n",
       " '94025',\n",
       " '14456',\n",
       " '14260',\n",
       " '78666',\n",
       " '79968',\n",
       " '78666',\n",
       " '77843',\n",
       " '76402',\n",
       " '75428',\n",
       " '22903',\n",
       " '53706',\n",
       " '53706',\n",
       " '02115',\n",
       " '80523',\n",
       " '14642',\n",
       " '02111',\n",
       " '55455',\n",
       " '48197',\n",
       " '92093',\n",
       " '06269',\n",
       " '21218',\n",
       " '92407',\n",
       " '47306',\n",
       " '47907',\n",
       " '27695',\n",
       " '80309',\n",
       " '13244',\n",
       " '79407',\n",
       " '30602',\n",
       " '30602',\n",
       " '85281',\n",
       " '85287',\n",
       " '90265',\n",
       " '11364',\n",
       " '10522',\n",
       " '77901',\n",
       " '47907',\n",
       " '77843',\n",
       " '77843',\n",
       " '68583',\n",
       " '68583',\n",
       " '85721',\n",
       " '85721',\n",
       " '52242',\n",
       " '32611',\n",
       " '01742',\n",
       " '01760',\n",
       " '60660',\n",
       " '60208',\n",
       " '20742',\n",
       " '02467',\n",
       " '84102',\n",
       " '53201',\n",
       " '47907',\n",
       " '29631',\n",
       " '91106',\n",
       " '35294',\n",
       " '60607',\n",
       " '60607',\n",
       " '60607',\n",
       " '60611',\n",
       " '60625',\n",
       " '90095',\n",
       " '30602',\n",
       " '98119',\n",
       " '91406',\n",
       " '85721',\n",
       " '13244',\n",
       " '90840',\n",
       " '74078',\n",
       " '32611',\n",
       " '47907',\n",
       " '47306',\n",
       " '47306',\n",
       " '47306',\n",
       " '55455',\n",
       " '33199',\n",
       " '60208',\n",
       " '90024',\n",
       " '30602',\n",
       " '32306',\n",
       " '10003',\n",
       " '10027',\n",
       " '33199',\n",
       " '33199',\n",
       " '33199',\n",
       " '33199',\n",
       " '33199',\n",
       " '32307',\n",
       " '32307',\n",
       " '32307',\n",
       " '32307',\n",
       " '31419',\n",
       " '28223',\n",
       " '68583',\n",
       " '27599',\n",
       " '76019',\n",
       " '20016',\n",
       " '70118',\n",
       " '32310',\n",
       " '32306',\n",
       " '16801',\n",
       " '55455',\n",
       " '33620',\n",
       " '83725',\n",
       " '33620',\n",
       " '83725',\n",
       " '83725',\n",
       " '33620',\n",
       " '83725',\n",
       " '68588',\n",
       " '33620',\n",
       " '22904',\n",
       " '98105',\n",
       " '48824',\n",
       " '30303',\n",
       " '92182',\n",
       " '61820',\n",
       " '61801',\n",
       " '84112',\n",
       " '61820',\n",
       " '61801',\n",
       " '06515',\n",
       " '53706',\n",
       " '35756',\n",
       " '97331',\n",
       " '97331',\n",
       " '97331',\n",
       " '97331',\n",
       " '27713',\n",
       " '11200',\n",
       " '33199',\n",
       " '11200',\n",
       " '33199',\n",
       " '97331',\n",
       " '48824',\n",
       " '49931',\n",
       " '33606',\n",
       " '75205',\n",
       " '33199',\n",
       " '43210',\n",
       " '43210',\n",
       " '44115',\n",
       " '55455',\n",
       " '19610',\n",
       " '92093',\n",
       " '30460',\n",
       " '01742',\n",
       " '32611',\n",
       " '68583',\n",
       " '32306',\n",
       " '22807',\n",
       " '22807',\n",
       " '47907',\n",
       " '47907',\n",
       " '10021',\n",
       " '07043',\n",
       " '92866',\n",
       " '97207',\n",
       " '48109',\n",
       " '48109',\n",
       " '48824',\n",
       " '77058',\n",
       " '35899',\n",
       " '35899',\n",
       " '35899',\n",
       " '55455',\n",
       " '80306',\n",
       " '76203',\n",
       " '43403',\n",
       " '43403',\n",
       " '48824',\n",
       " '66506',\n",
       " '48824',\n",
       " '48824',\n",
       " '33199',\n",
       " '33199',\n",
       " '98225',\n",
       " '48824',\n",
       " '48824',\n",
       " '49401',\n",
       " '48824',\n",
       " '48824',\n",
       " '53706',\n",
       " '48824',\n",
       " '72703',\n",
       " '72703',\n",
       " '02139',\n",
       " '98225',\n",
       " '32306',\n",
       " '30602',\n",
       " '33124',\n",
       " '70803',\n",
       " '70803',\n",
       " '70803',\n",
       " '68588',\n",
       " '43210',\n",
       " '21205',\n",
       " '06511',\n",
       " '06511',\n",
       " '19038',\n",
       " '48109',\n",
       " '48824',\n",
       " '12181',\n",
       " '48109',\n",
       " '22030',\n",
       " '22030',\n",
       " '14853',\n",
       " '14853',\n",
       " '92617',\n",
       " '19122',\n",
       " '90840',\n",
       " '19716',\n",
       " '37130',\n",
       " '37130',\n",
       " '03435',\n",
       " '10031',\n",
       " '38677',\n",
       " '39216',\n",
       " '72205',\n",
       " '89557',\n",
       " '97331',\n",
       " '93407',\n",
       " '30602',\n",
       " '99164',\n",
       " '33199',\n",
       " '80309',\n",
       " '15231',\n",
       " '29631',\n",
       " '53190',\n",
       " '01606',\n",
       " '47907',\n",
       " '47907',\n",
       " '47906',\n",
       " '27515',\n",
       " '70803',\n",
       " '70803',\n",
       " '70803',\n",
       " '19104',\n",
       " '90095',\n",
       " '90095',\n",
       " '45056',\n",
       " '33199',\n",
       " '85069',\n",
       " '85287',\n",
       " '83725',\n",
       " '83725',\n",
       " '75275',\n",
       " '55108',\n",
       " '27599',\n",
       " '89154',\n",
       " '89154',\n",
       " '97331',\n",
       " '77843',\n",
       " '70310',\n",
       " '43210',\n",
       " '92521',\n",
       " '78712',\n",
       " '78712',\n",
       " '22314',\n",
       " '94305',\n",
       " '53706',\n",
       " '97403',\n",
       " '23173',\n",
       " '10021',\n",
       " '48202',\n",
       " '16801',\n",
       " '94720',\n",
       " '94305',\n",
       " '04469',\n",
       " '02881',\n",
       " '02881',\n",
       " '02881',\n",
       " '60068',\n",
       " '20064',\n",
       " '32114',\n",
       " '47306',\n",
       " '77843',\n",
       " '70310',\n",
       " '43210',\n",
       " '02155',\n",
       " '02481',\n",
       " '24060',\n",
       " '68588',\n",
       " '80523',\n",
       " '22030',\n",
       " '20191',\n",
       " '20191',\n",
       " '93740',\n",
       " '03101',\n",
       " '03101',\n",
       " '53511',\n",
       " '63130',\n",
       " '92521',\n",
       " '77843',\n",
       " '77843',\n",
       " '77843',\n",
       " '29634',\n",
       " '98225',\n",
       " '98119',\n",
       " '83725',\n",
       " '15213',\n",
       " '15213',\n",
       " '20686',\n",
       " '20686',\n",
       " '20686',\n",
       " '68588',\n",
       " '63108',\n",
       " '01106',\n",
       " '95616',\n",
       " '47306',\n",
       " '30602',\n",
       " '32816',\n",
       " '82071',\n",
       " '82071',\n",
       " '20005',\n",
       " '33124',\n",
       " '84322',\n",
       " '21853',\n",
       " '24060',\n",
       " '48824',\n",
       " '60563',\n",
       " '55455',\n",
       " '55455',\n",
       " '55455',\n",
       " '78207',\n",
       " '77843',\n",
       " '22030',\n",
       " '22030',\n",
       " '22030',\n",
       " '22030',\n",
       " '22030',\n",
       " '22903',\n",
       " '22311',\n",
       " '30602',\n",
       " '85212',\n",
       " '38152',\n",
       " '22217',\n",
       " '50011',\n",
       " '30602',\n",
       " '80639',\n",
       " '22030',\n",
       " '22030',\n",
       " '22030',\n",
       " '22030',\n",
       " '22030',\n",
       " '68588',\n",
       " '92110',\n",
       " '80309',\n",
       " '80523',\n",
       " '92182',\n",
       " '80523',\n",
       " '80309',\n",
       " '13850',\n",
       " '91711',\n",
       " '92110',\n",
       " '01003',\n",
       " '01003',\n",
       " '76203',\n",
       " '76203',\n",
       " '76203',\n",
       " '33199',\n",
       " '50614',\n",
       " '37831',\n",
       " '78712',\n",
       " '47907',\n",
       " '52242',\n",
       " '52242',\n",
       " '52242',\n",
       " '49931',\n",
       " '55108',\n",
       " '67260',\n",
       " '38677',\n",
       " '02140',\n",
       " '38152',\n",
       " '08901',\n",
       " '76203',\n",
       " '77843',\n",
       " '77843',\n",
       " '80309',\n",
       " '92093',\n",
       " '92093',\n",
       " '85287',\n",
       " '85212',\n",
       " '27858',\n",
       " '89154',\n",
       " '99164',\n",
       " '99164',\n",
       " '20742',\n",
       " '77251',\n",
       " '77005',\n",
       " '78712',\n",
       " '78712',\n",
       " '78712',\n",
       " '19041',\n",
       " '55105',\n",
       " '49931',\n",
       " '55108',\n",
       " '85212',\n",
       " '85287',\n",
       " '85212',\n",
       " '47907',\n",
       " '47907',\n",
       " '32963',\n",
       " '47907',\n",
       " '47907',\n",
       " '43210',\n",
       " '47907',\n",
       " '84322',\n",
       " '84322',\n",
       " '27703',\n",
       " '37235',\n",
       " '80309',\n",
       " '98225',\n",
       " '17011',\n",
       " '22807',\n",
       " '43081',\n",
       " '21228',\n",
       " '20059',\n",
       " '20059',\n",
       " '20059',\n",
       " '20059',\n",
       " '20059',\n",
       " '20059',\n",
       " '99362',\n",
       " '99164',\n",
       " '43606',\n",
       " '29424',\n",
       " '14852',\n",
       " '77843',\n",
       " '77204',\n",
       " '77204',\n",
       " '15213',\n",
       " '35294',\n",
       " '70803',\n",
       " '70803',\n",
       " '70803',\n",
       " '70803',\n",
       " '30461',\n",
       " '48824',\n",
       " '48824',\n",
       " '94720',\n",
       " '61820',\n",
       " '17837',\n",
       " '77843',\n",
       " '77843',\n",
       " '60637',\n",
       " '60611',\n",
       " '02167',\n",
       " '02167',\n",
       " '02167',\n",
       " '02167',\n",
       " '02167',\n",
       " '02167',\n",
       " '02167',\n",
       " '48109',\n",
       " '48109',\n",
       " '02167',\n",
       " '85721',\n",
       " '79409',\n",
       " '92697',\n",
       " '92697',\n",
       " '46556',\n",
       " '48202',\n",
       " '80309',\n",
       " '80309',\n",
       " '66045',\n",
       " '66045',\n",
       " '46556',\n",
       " '46556',\n",
       " '15260',\n",
       " '27695',\n",
       " '48109',\n",
       " '48824',\n",
       " '20005',\n",
       " '84322',\n",
       " '60607',\n",
       " '19530',\n",
       " '99164',\n",
       " '37203',\n",
       " '37203',\n",
       " '19530',\n",
       " '99164',\n",
       " '28027',\n",
       " '28223',\n",
       " '49931',\n",
       " '27506',\n",
       " '49931',\n",
       " '90041',\n",
       " '90041',\n",
       " '60607',\n",
       " '93106',\n",
       " '10031',\n",
       " '14456',\n",
       " '21218',\n",
       " '60208',\n",
       " '55057',\n",
       " '53706',\n",
       " '19122',\n",
       " '85281',\n",
       " '27412',\n",
       " '19104',\n",
       " '98122',\n",
       " '02167',\n",
       " '53706',\n",
       " '53590',\n",
       " '23185',\n",
       " '21250',\n",
       " '27506',\n",
       " '48393',\n",
       " '38238',\n",
       " '28741',\n",
       " '29442',\n",
       " '40475',\n",
       " '40475',\n",
       " '33960',\n",
       " '23212',\n",
       " '33620',\n",
       " '16802',\n",
       " '20052',\n",
       " '99775',\n",
       " '99775',\n",
       " '99775',\n",
       " '99775',\n",
       " '99775',\n",
       " '99775',\n",
       " '99775',\n",
       " '80639',\n",
       " '40292',\n",
       " '06520',\n",
       " '06520',\n",
       " ...]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# D-2 请使用info列表数据筛选并尝试获取所有的邮编信息\n",
    "for i in info:\n",
    "    for j in i.split(' '):\n",
    "        if j.isdigit() and len(j)==5:\n",
    "            邮编_list.append(j)            \n",
    "邮编_list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q5 20分 🌶🌶🌶 难\n",
    "\n",
    "----------------\n",
    "* 尝试将年份列表中的值转换成整数,并统计每一年出现的次数和空缺值出现的次数，并以字典的形式展现。\n",
    "* 答案示例：\n",
    "```\n",
    "{'空缺值': 116,\n",
    " 2015: 111,\n",
    " 2014: 58,\n",
    " 2013: 42,\n",
    " ...\n",
    " ```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2015.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2014.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2013.0,\n",
       " 2012.0,\n",
       " 2012.0,\n",
       " 2012.0,\n",
       " 2012.0,\n",
       " 2012.0,\n",
       " 2012.0,\n",
       " 2012.0,\n",
       " 2012.0,\n",
       " 2012.0,\n",
       " 2012.0,\n",
       " 2012.0,\n",
       " 2012.0,\n",
       " 2012.0,\n",
       " 2012.0,\n",
       " 2012.0,\n",
       " 2012.0,\n",
       " 2012.0,\n",
       " 2012.0,\n",
       " 2012.0,\n",
       " 2012.0,\n",
       " 2012.0,\n",
       " 2011.0,\n",
       " 2011.0,\n",
       " 2011.0,\n",
       " 2011.0,\n",
       " 2011.0,\n",
       " 2011.0,\n",
       " 2011.0,\n",
       " 2011.0,\n",
       " 2011.0,\n",
       " 2011.0,\n",
       " 2011.0,\n",
       " 2011.0,\n",
       " 2011.0,\n",
       " 2011.0,\n",
       " 2011.0,\n",
       " 2011.0,\n",
       " 2011.0,\n",
       " 2010.0,\n",
       " 2010.0,\n",
       " 2010.0,\n",
       " 2010.0,\n",
       " 2010.0,\n",
       " 2010.0,\n",
       " 2010.0,\n",
       " 2010.0,\n",
       " 2010.0,\n",
       " 2010.0,\n",
       " 2009.0,\n",
       " 2009.0,\n",
       " 2009.0,\n",
       " 2009.0,\n",
       " 2009.0,\n",
       " 2009.0,\n",
       " 2009.0,\n",
       " 2009.0,\n",
       " 2009.0,\n",
       " 2009.0,\n",
       " 2008.0,\n",
       " 2008.0,\n",
       " 2008.0,\n",
       " 2008.0,\n",
       " 2007.0,\n",
       " 2007.0,\n",
       " 2007.0,\n",
       " 2007.0,\n",
       " 2007.0,\n",
       " 2006.0,\n",
       " 2006.0,\n",
       " 2005.0,\n",
       " 2004.0,\n",
       " 2004.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " 2021.0,\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " 2021.0,\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " 2021.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2021.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2021.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2021.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2021.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2021.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2021.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2021.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2021.0,\n",
       " 2021.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " '空缺值',\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2020.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2018.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " 2017.0,\n",
       " ...]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# E-1 数据准备（所有年份数据列表） 学生直接执行\n",
    "PY_list = df_C1['PY'].fillna(\"空缺值\").tolist()\n",
    "PY_list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```\n",
    "# 方案一\n",
    "PY_list_no_空缺值 = []\n",
    "for i,j in enumerate(PY_list):\n",
    "    if j !=\"空缺值\":\n",
    "        PY_list_no_空缺值.append(int(j))\n",
    "# PY_list_no_空缺值\n",
    "PY_count = {}\n",
    "for item in PY_list_no_空缺值:\n",
    "    if item in PY_count:\n",
    "        PY_count[item] += 1\n",
    "    else:\n",
    "        PY_count[item] = 1\n",
    "PY_count[\"空缺值\"] = PY_list.count(\"空缺值\")\n",
    "PY_count\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'空缺值': 116,\n",
       " 2015: 111,\n",
       " 2014: 58,\n",
       " 2013: 42,\n",
       " 2012: 21,\n",
       " 2011: 17,\n",
       " 2010: 10,\n",
       " 2009: 10,\n",
       " 2008: 4,\n",
       " 2007: 5,\n",
       " 2006: 2,\n",
       " 2005: 1,\n",
       " 2004: 2,\n",
       " 2021: 174,\n",
       " 2020: 330,\n",
       " 2018: 221,\n",
       " 2017: 176,\n",
       " 2016: 138,\n",
       " 2019: 280}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# E-2 尝试将年份列表中的值转换成整数,并统计每一年出现的次数和空缺值出现的次数，最终以字典的形式展现，示例代码参考上述markdown\n",
    "PY_count = {\"空缺值\":PY_list.count(\"空缺值\")}\n",
    "for item in PY_list:\n",
    "    if type(item) == float:\n",
    "        PY_count[int(item)] = PY_list.count(item)\n",
    "PY_count"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q6 20分 🌶🌶🌶 难 \n",
    "\n",
    "--------------\n",
    "* 按照列表下表索引建立字典，在字典中拆分作者，并统计每篇文章作者的人数\n",
    "> 1. 请以每篇文章的index作为字典的key；\n",
    "> 2. value中仍为字典，字典的key分别有：\n",
    ">> 1. \"author_list\"：存储作者列表\n",
    ">> 2. \"author_num\":统计作者个数\n",
    ">> 3. 结果示例如下:\n",
    "```\n",
    "{0: {'author_list': ['Han, XY',\n",
    "   ' Stocking, G',\n",
    "   ' Gebbie, MA',\n",
    "   ' Appelbaum, RP'],\n",
    "  'author_num': 4},\n",
    " 1: {'author_list': ['De Castell, S',\n",
    "   ' Larios, H',\n",
    "   ' Jenson, J',\n",
    "   ' Smith, DH'],\n",
    "  'author_num': 4},\n",
    " 2: {'author_list': ['Putansu, SR'], 'author_num': 1},\n",
    " 3: {'author_list': ['Cira, NJ',\n",
    "   ' Chung, AM',\n",
    "   ' Denisin, AK',\n",
    "   ' Rensi, S',\n",
    "   ' Sanchez, GN',\n",
    "   ' Quake, SR',\n",
    "   ' Riedel-Kruse, IH'],\n",
    "  'author_num': 7},\n",
    "...后面省略\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Han, XY; Stocking, G; Gebbie, MA; Appelbaum, RP',\n",
       " 'De Castell, S; Larios, H; Jenson, J; Smith, DH',\n",
       " 'Putansu, SR',\n",
       " 'Cira, NJ; Chung, AM; Denisin, AK; Rensi, S; Sanchez, GN; Quake, SR; Riedel-Kruse, IH',\n",
       " 'Komoroske, LM; Hameed, SO; Szoboszlai, AI; Newsom, AJ; Williams, SL',\n",
       " 'Bystydzienski, JM; Eisenhart, M; Bruning, M',\n",
       " 'Lamb, R; Akmal, T; Petrie, K',\n",
       " 'Su, R; Rounds, J',\n",
       " 'Miller, DI; Wai, J',\n",
       " 'Yee, K',\n",
       " 'Adedokun, OA; Liu, J; Parker, LC; Burgess, W',\n",
       " 'Hestenes, D',\n",
       " 'Han, S; Yalvac, B; Capraro, MM; Capraro, RM',\n",
       " 'Rozek, CS; Hyde, JS; Svoboda, RC; Hulleman, CS; Harackiewicz, JM',\n",
       " 'Milner, AR',\n",
       " 'Hieb, JL; Lyle, KB; Ralston, PAS; Chariker, J',\n",
       " 'Pietsch, RB; Bohland, CL; Schmale, DG',\n",
       " 'Chang, SH; Ku, AC; Yu, LC; Wu, TC; Kuo, BC',\n",
       " 'Whannell, R; Tobias, S',\n",
       " 'Cantero, JD; Saorin, JL; Melian, D; Meier, C',\n",
       " 'Huang, PH; Chiu, MC; Hwang, SL; Wang, JL',\n",
       " 'Rogers, M; Pfaff, T; Hamilton, J; Erkan, A',\n",
       " 'Shahali, EHM; Halim, L; Rasul, S; Osman, K; Ikhsan, Z; Rahim, F',\n",
       " 'Belland, BR; Walker, AE; Olsen, MW; Leary, H',\n",
       " 'Xie, Y; Fang, M; Shauman, K',\n",
       " 'Hudson, P; English, LD; Dawes, L; King, D; Baker, S',\n",
       " 'Goldfien, AC; Badway, NN',\n",
       " 'Thomas, AS; Bonner, SM; Everson, HT; Somers, JA',\n",
       " 'Karahan, E; Canbazoglu Bilici, S; Unal, A',\n",
       " 'Erdogan, N; Stuessy, CL',\n",
       " 'Bursztyn, N; Pederson, J; Shelton, B; Walker, A; Campbell, T',\n",
       " 'Vate-U-Lan, P',\n",
       " 'Bagiati, A; Yoon, SY; Evangelou, D; Magana, A; Kaloustian, G; Zhu, JB',\n",
       " 'English, LD; King, DT',\n",
       " 'Li, S; Ernst, JV; Williams, TO',\n",
       " 'Mulqueeny, K; Kostyuk, V; Baker, RS; Ocumpaugh, J',\n",
       " 'Lee, YJ; Anderson, E; Bronstein, L',\n",
       " 'Dutta, A; Kang, HJ; Kaya, C; Benton, SF; Sharp, SE; Chan, F; Cardoso, ED; Kundu, M',\n",
       " 'Hawley, CE; Cardoso, E; McMahon, BT',\n",
       " 'Anderson, MK; Tenenbaum, LS; Ramadorai, SB; Yourick, DL',\n",
       " 'Cook, G',\n",
       " 'Arrieta, D; Kern, J',\n",
       " 'Borowczak, M',\n",
       " 'Poland, S; Plevyak, L',\n",
       " 'Howe, C; Luthman, S; Ruthven, K; Mercer, N; Hofmann, R; Ilie, S; Guardia, P',\n",
       " 'Wasserman, NH; Rossi, D',\n",
       " 'Gonzales, AN; Van Tuyl, L; Martinez, B; Hasper, E; Hedgpeth, T; Windhorst, RA; Baluch, DP',\n",
       " 'Byars-Winston, A',\n",
       " 'Suchman, EL',\n",
       " 'Micari, M; Pazos, P',\n",
       " 'Dabney, KP; Tai, RH',\n",
       " 'Fakayode, SO; Pollard, DA; Snipes, VT; Atkinson, A',\n",
       " 'Rushton, GT; Ray, HE; Criswell, BA; Polizzi, SJ; Bearss, CJ; Levelsmier, N; Chhita, H; Kirchhoff, M',\n",
       " nan,\n",
       " 'Evans, MA; Lopez, M; Maddox, D; Drape, T; Duke, R',\n",
       " 'Winters, JV',\n",
       " 'Rogers-Chapman, MF',\n",
       " 'Berk, LJ; Muret-Wagstaff, SL; Goyal, R; Joyal, JA; Gordon, JA; Faux, R; Oriol, NE',\n",
       " 'Cole, R; Stanford, C; Froyd, J; Khatri, R; Henderson, C',\n",
       " 'Deards, KD; Burks, R',\n",
       " 'Warner, IM; Crawford, M; Wilson, Z; Pang, SS; Wright, A; Li, GQ; Thomas, G',\n",
       " 'Gulwani, S',\n",
       " 'Supalo, CA; Hill, AA; Larrick, CG',\n",
       " 'Roberts, K',\n",
       " 'Bamberger, YM',\n",
       " '[Anonymous]',\n",
       " 'Talanquer, V',\n",
       " 'Nelatury, SR',\n",
       " 'Brown, AS',\n",
       " 'Bragg, DD; Taylor, JL',\n",
       " 'Allen-Ramdial, SAA; Campbell, AG',\n",
       " 'Cohen, CA; Hegarty, M',\n",
       " 'Lin, PC; Hou, HT; Wu, SY; Chang, KE',\n",
       " 'Chen, CF; Tomsovic, K; Aydeniz, M',\n",
       " 'Smith, JL; Cech, E; Metz, A; Huntoon, M; Moyer, C',\n",
       " '[Anonymous]',\n",
       " 'Freeman, S; Eddy, SL; McDonough, M; Smith, MK; Okoroafor, N; Jordt, H; Wenderoth, MP',\n",
       " 'Bahri, NM; Suryawati, E; Osman, K',\n",
       " 'Fadzil, HM; Saat, RM',\n",
       " 'Meng, CC; Idris, N; Eu, LK',\n",
       " 'Osman, K; Saat, RM',\n",
       " 'Jayarajah, K; Saat, RM; Rauf, RAA',\n",
       " 'Dickerson, DL; Eckhoff, A; Stewart, CO; Chappell, S; Hathcock, S',\n",
       " 'Cwikla, J; Milroy, S; Reider, D; Skelton, T',\n",
       " 'Fakayode, SO; Yakubu, M; Adeyeye, OM; Pollard, DA; Mohammed, AK',\n",
       " 'Lester, JC; Spires, HA; Nietfeld, JL; Minogue, J; Mott, BW; Lobene, EV',\n",
       " 'Janelle, DG; Hegarty, M; Newcombe, NS',\n",
       " 'Besterfield-Sacre, M; Cox, MF; Borrego, M; Beddoes, K; Zhu, JB',\n",
       " 'Borrego, M; Henderson, C',\n",
       " 'Vercellotti, S; Vercellotti, J',\n",
       " 'Fakayode, SO; Pollard, DA; Snipes, VT; Atkinson, A',\n",
       " 'Kisiel, JF',\n",
       " 'Theobald, R; Freeman, S',\n",
       " 'Saxton, E; Burns, R; Holveck, S; Kelley, S; Prince, D; Rigelman, N; Skinner, EA',\n",
       " 'Muindi, F; Guha, M',\n",
       " 'Barker, BS; Nugent, G; Grandgenett, NF',\n",
       " 'Hernandez, PR; Bodin, R; Elliott, JW; Ibrahim, B; Rambo-Hernandez, KE; Chen, TW; de Miranda, MA',\n",
       " 'Sahin, A; Ayar, MC; Adiguzel, T',\n",
       " 'Adamuti-Trache, M; Sweet, R',\n",
       " 'Donovan, BM; Mateos, DM; Osborne, JF; Bisaccio, DJ',\n",
       " 'Nicholls, GM; Wolfe, H; Besterfield-Sacre, M; Shuman, LJ',\n",
       " 'Corlu, MS; Capraro, RM; Capraro, MM',\n",
       " 'Talaue, FT',\n",
       " 'Bissaker, K',\n",
       " nan,\n",
       " 'Assefa, SG; Rorissa, A',\n",
       " 'MacPhee, D; Farro, S; Canetto, SS',\n",
       " 'Merolla, DM; Serpe, RT',\n",
       " 'Wang, MT; Degol, J',\n",
       " 'Doyle, KMH; Vale, RD',\n",
       " 'Taylor, HA; Hutton, A',\n",
       " 'Uttal, DH; Miller, DI; Newcombe, NS',\n",
       " 'Hughes, RM; Nzekwe, B; Molyneaux, KJ',\n",
       " 'Towns, M; Thompson, J; Christensen, W; Rasmussen, C',\n",
       " 'Else-Quest, NM; Mineo, CC; Higgins, A',\n",
       " 'Corlu, MS',\n",
       " \"D'Avanzo, C\",\n",
       " 'Wang, XL',\n",
       " 'Miller, DI; Halpern, DF',\n",
       " \"McCright, AM; O'Shea, BW; Sweeder, RD; Urquhart, GR; Zeleke, A\",\n",
       " 'Borrego, M; Cutler, S; Prince, M; Henderson, C; Froyd, JE',\n",
       " 'Mervis, J',\n",
       " 'Malakoff, D; Mervis, J',\n",
       " 'Ampaw, F; Partlo, M',\n",
       " 'Eseryel, D; Ifenthaler, D; Ge, X',\n",
       " 'Stewart, G',\n",
       " 'Malakoff, D; Mervis, J',\n",
       " 'Anderson, MA; Giordano, J',\n",
       " 'Mervis, J',\n",
       " 'Gandhi, E; Orgill, M; Schrader, PG',\n",
       " 'Kukreti, AR; Maltbie, CV',\n",
       " 'Tower, R',\n",
       " 'Bakhiet, R; Carcia, T; Alvarez, R',\n",
       " 'Dutnall, RN; Banner, V; Booker, A; Vizzo, E; Kane, C',\n",
       " 'Krogh, LB; Andersen, HM',\n",
       " 'Ryan, MS; White, JW',\n",
       " '[Anonymous]',\n",
       " 'Nag, S; Katz, JG; Saenz-Otero, A',\n",
       " 'McLurkin, J; Rykowski, J; John, M; Kaseman, Q; Lynch, AJ',\n",
       " 'Tseng, KH; Chang, CC; Lou, SJ; Chen, WP',\n",
       " 'Nadelson, LS; Callahan, J; Pyke, P; Hay, A; Dance, M; Pfiester, J',\n",
       " 'Blustein, DL; Barnett, M; Mark, S; Depot, M; Lovering, M; Lee, Y; Hu, Q; Kim, J; Backus, F; Dillon-Lieberman, K; DeBay, D',\n",
       " 'Geisinger, BN; Raman, DR',\n",
       " 'Engberg, ME; Wolniak, GC',\n",
       " 'Andree, M; Hansson, L',\n",
       " 'Hudson, P; English, LD; Dawes, L',\n",
       " 'Martinez, E; Lindline, J; Petronis, MS; Pilotti, M',\n",
       " 'Banning, J; Folkestad, JE',\n",
       " 'Cohen, CA; Hegarty, M',\n",
       " 'Carmen, C',\n",
       " 'Hudson, P; English, LD; Dawes, L; Macri, J',\n",
       " 'Ashe, CA; Yaron, DJ; Carter, WC; Chase, C; Adamson, D; Bartolo, L',\n",
       " 'Cooper, MM',\n",
       " 'Cooper, MM',\n",
       " 'Brickman, P; Gormally, C; Francom, G; Jardelezz, SE; Schutte, VGW; Jordan, C; Kanizay, L',\n",
       " 'Vazquez, AV; McLoughlin, K; Sabbagh, M; Runkle, AC; Simon, J; Coppola, BP; Pazicni, S',\n",
       " 'Carr, RL; Bennett, LD; Strobel, J',\n",
       " '[Anonymous]',\n",
       " 'Yu, CH; DiGangi, S; Jannasch-Pennell, A',\n",
       " 'Cheville, RA',\n",
       " 'Subramaniam, MM; Ahn, J; Fleischmann, KR; Druin, A',\n",
       " 'Tate, WF; Jones, BD; Thorne-Wallington, E; Hogrebe, MC',\n",
       " 'Schmidt, CD; Hardinge, GB; Rokutani, LJ',\n",
       " 'Meyers, KL; Goodrich, V; Brockman, J',\n",
       " 'Merwade, V; Ruddell, BL',\n",
       " 'Sjaastad, J',\n",
       " 'Uttal, DH; Cohen, CA',\n",
       " 'Fairburn, SM',\n",
       " 'Henderson, C; Beach, A; Finkelstein, N',\n",
       " 'Matthews, ME; Riga, AT',\n",
       " 'Greenseid, LO; Lawrenz, F',\n",
       " 'Rule, G; Kessler, A; Goodman, A; Bajzek, D',\n",
       " 'Malcom, LE; Malcom, SM',\n",
       " 'Myers, CB; Pavel, DM',\n",
       " 'Capobianco, BM; Diefes-Dux, HA; Mena, I; Weller, J',\n",
       " 'Kaufman, SEE',\n",
       " 'Eseryel, D; Ge, X; Ifenthaler, D; Law, V',\n",
       " 'Washington, MY',\n",
       " 'Lopez, E; Kim, J; Nandagopal, K; Cardin, N; Shavelson, RJ; Penn, JH',\n",
       " 'Woodard, LJ; Wilson, JS; Blankenship, J; Quock, RM; Lindsey, M; Kinsler, JJ',\n",
       " 'Smith, E',\n",
       " 'English, LD; Hudson, P; Dawes, L',\n",
       " 'Aslin, BA',\n",
       " 'Denker, SP; Lindburg, L; Maderis, G',\n",
       " 'Bybee, RW',\n",
       " 'Foster, KM; Bergin, KB; McKenna, AF; Millard, DL; Perez, LC; Prival, JT; Rainey, DY; Sevian, HM; VanderPutten, EA; Hamos, JE',\n",
       " 'Nicholls, GM; Wolfe, H; Besterfield-Sacre, M; Shuman, LJ',\n",
       " 'Wadsworth, J',\n",
       " 'Kaufman, T',\n",
       " 'Wadsworth, J',\n",
       " 'Mervis, J',\n",
       " 'Riechert, SE; Post, BK',\n",
       " 'Pazos, P; Micari, M; Light, G',\n",
       " 'Hopkinson, P; James, P',\n",
       " 'Mervis, J',\n",
       " 'Stubbs, KN; Yanco, HA',\n",
       " 'Mervis, J',\n",
       " 'Labov, JB; Singer, SR; George, MD; Schweingruber, HA; Hilton, ML',\n",
       " 'Cantrell, P; Ewing-Taylor, J',\n",
       " 'Mervis, J',\n",
       " 'Landers, J',\n",
       " 'Wofford, J',\n",
       " 'Mayo, MJ',\n",
       " 'Amato-Henderson, S; Lehman, JB; Cattelino, P',\n",
       " 'Depristo, A',\n",
       " '[Anonymous]',\n",
       " 'Narum, JL',\n",
       " 'Zappas, KR',\n",
       " '[Anonymous]',\n",
       " 'Mervis, J; Summers, M; Mervis, J; Pfirman, S',\n",
       " 'Yoksh, RE',\n",
       " 'Bhattacharjee, Y',\n",
       " 'Nicholls, GM; Wolfe, H; Besterfield-Sacre, M; Shuman, LJ; Larpkiattaworn, S',\n",
       " 'Strozak, VS',\n",
       " 'Porter, AL; Roessner, JD; Oliver, S; Johnson, D',\n",
       " 'van Langen, A; Dekkers, H',\n",
       " 'Martin, LMW',\n",
       " 'Wise, JC; Lee, SH; Litzinger, T; Marra, RM; Palmer, B',\n",
       " \"Khan, AM; D'Arcy, CE; Olimpo, JT\",\n",
       " \"D'Alessio, M; Rushing, G; Gray, TL\",\n",
       " 'Henry, MA; Shorter, S; Charkoudian, LK; Heemstra, JM; Le, B; Corwin, LA',\n",
       " 'Vinje, H; Brovold, H; Almoy, T; Froslie, KF; Saebo, S',\n",
       " 'Bacovic, M; Andrijasevic, Z; Pejovic, B',\n",
       " 'Lin, CH; Yu, CC; Shih, PK; Wu, LY',\n",
       " 'Sumen, OO; Calisici, H',\n",
       " 'Capobianco, BM; Radloff, J; Clingerman, J',\n",
       " 'Schellinger, J; Jaber, LZ; Southerland, SA',\n",
       " 'Tekdal, M',\n",
       " 'Huang, YZ; Liu, XH',\n",
       " 'Romero-Ariza, M; Quesada, A; Abril, AM; Cobo, C',\n",
       " 'Morton, TR',\n",
       " 'Davila, O; Rios, VM',\n",
       " 'Queiruga-Dios, MA; Lopez-Inesta, E; Diez-Ojeda, M; Saiz-Manzanares, MC; Vazquez-Dorrio, JB',\n",
       " 'Mulvey, KL; Joy, A; Caslin, M; Orcutt, D; Eseryel, D; Katti, M',\n",
       " 'Graham, MA',\n",
       " 'Duan, RJ; Walker, GJ; Orthia, LA',\n",
       " 'Skrentny, JD; Lewis, K',\n",
       " 'Jackson, C; Mohr-Schroeder, MJ; Bush, SB; Maiorca, C; Roberts, T; Yost, C; Fowler, A',\n",
       " 'Reinholz, DL; White, I; Andrews, T',\n",
       " 'Ortiz-Revilla, J; Greca, IM; Meneses-Villagra, JA',\n",
       " 'Bautista, A',\n",
       " 'Davies, R; Trowsdale, J',\n",
       " 'Sengupta-Irving, T',\n",
       " 'Akbuga, E; Havan, S',\n",
       " 'Ari, AG; Meco, G',\n",
       " 'Edwards, B; Edwards, BB; Griffiths, S; Reynolds, FF; Stanford, A; Woods, M',\n",
       " 'Galino, JR; Tanaka, H',\n",
       " 'Gurbuz, R; Calik, M',\n",
       " 'Krstic, SVM; Radulovic, LRM',\n",
       " 'Fraser, S; Barnes, N; Kilpatrick, S; Guenther, J; Nutton, G',\n",
       " 'Dou, R; Cian, H; Espinosa-Suarez, V',\n",
       " 'Lian, Y; Tsang, KK; Zhang, Y',\n",
       " 'Cabell, AL',\n",
       " 'Ewing, NN',\n",
       " 'Johnson-Glenberg, MC; Bartolomea, H; Kalina, E',\n",
       " 'Turner, A; Logan, M; Wilks, J',\n",
       " 'Nakamura, AJ',\n",
       " 'Tandrayen-Ragoobur, V; Gokulsing, D',\n",
       " 'Tze, VMC; Li, JCH; Parker, PC',\n",
       " 'Wieselmann, JR; Dare, EA; Roehrig, GH; Ring-Whalen, EA',\n",
       " 'Ustu, H; Saito, T; Tas, AM',\n",
       " 'Blom, N; Abrie, AL',\n",
       " 'Barger, N; Martin, JS; Boyle, EK; Richmond, M; Diogo, R',\n",
       " 'Luo, T; So, WWM; Wan, ZH; Li, WC',\n",
       " 'Amoako, S; Insaidoo, M',\n",
       " 'Chung, SK; Li, D',\n",
       " 'Sharma, G',\n",
       " \"Hamilton, M; O' Dwyer, A; Leavy, A; Hourigan, M; Carroll, C; Corry, E\",\n",
       " 'Braund, M',\n",
       " 'Douglass, H; Verma, G',\n",
       " 'Belbase, S; Mainali, BR; Kasemsukpipat, W; Tairab, H; Gochoo, M; Jarrah, A',\n",
       " 'Gough, A',\n",
       " 'Cobian, KP; Ramos, HV',\n",
       " 'Lee, DJ',\n",
       " 'Sulaeman, NF; Putra, PDA; Mineta, I; Hakamada, H; Takahashi, M; Ide, Y; Kumano, Y',\n",
       " 'Alcaraz-Dominguez, S; Barajas, M',\n",
       " 'Papadakis, S; Vaiopoulou, J; Sifaki, E; Stamovlasis, D; Kalogiannakis, M',\n",
       " 'Ma, Y',\n",
       " 'Akdere, M; Acheson, K; Jiang, YL',\n",
       " 'Tang, W; Djuric, PM',\n",
       " 'Eickholt, J; Johnson, MR; Seeling, P',\n",
       " 'Uret, A; Ceylan, R',\n",
       " 'Ghazzawi, D; Pattison, DL; Horn, C; Hardy, J; Brown, B',\n",
       " 'Lange, AA; Nayfeld, I; Mano, H; Jung, K',\n",
       " 'Tenhovirta, S; Korhonen, T; Seitamaa-Hakkarainen, P; Hakkarainen, K',\n",
       " 'Paluri, AR; Sonwaney, V',\n",
       " 'Bilici, SC; Kupeli, MA; Guzey, SS',\n",
       " 'Lamb, R; Hoston, D; Lin, J; Firestone, J',\n",
       " 'Ucgul, M; Altiok, S',\n",
       " 'Ekiz-Kiran, B; Aydin-Gunbatar, S',\n",
       " 'Mwasiaji, E; Mambo, S; Mse, GS; Okumu, J',\n",
       " 'Moon, J; Lee, S; Xu, XH',\n",
       " 'Basaran, M; Erol, M',\n",
       " 'Miller, MD; Castillo, G; Medoff, N; Hardy, A',\n",
       " 'Pelger, S',\n",
       " \"Hourigan, M; O'Dwyer, A; Leavy, AM; Corry, E\",\n",
       " 'Loyalka, P; Liu, OL; Li, GR; Kardanova, E; Chirikov, I; Hu, SF; Yu, NN; Ma, LP; Guo, F; Beteille, T; Tognatta, N; Gu, L; Ling, GM; Federiakin, D; Wang, H; Khanna, S; Bhuradia, A; Shi, ZL; Li, YY',\n",
       " 'Gross, TJ; Li, QX; McCarroll, P',\n",
       " 'Rodriguez, S; Pilcher, A; Garcia-Tellez, N',\n",
       " 'McManimon, SK',\n",
       " 'Anuar, AM; Chankseliani, M',\n",
       " 'Velasco, RCL; Hite, R; Milbourne, J',\n",
       " 'Bondaryk, LG; Hsi, S; Van Doren, S',\n",
       " 'Brancaccio-Taras, L; Mawn, MV; Premo, J; Ramachandran, R',\n",
       " 'Holly, M; Pirker, J; Resch, S; Brettschuh, S; Gutl, C',\n",
       " 'Ozer, IE; Bilici, SC',\n",
       " 'Gok, T',\n",
       " 'Rico, A; Agirre-Basurko, E; Ruiz-Gonzalez, A; Palacios-Agundez, I; Zuazagoitia, D',\n",
       " 'Lombardi, D; Shipley, TF',\n",
       " 'Arevalo, MJ; Cantera, MA; Garcia-Marina, V; Alves-Castro, M',\n",
       " 'Razali, F',\n",
       " 'Fraser, BJ; McLure, FI; Koul, RB',\n",
       " 'Micari, M; Pazos, P',\n",
       " 'Hsiao, PW; Su, CH',\n",
       " 'Lee, DH; Greer, SE; Kuss, MA; An, Y; Dudley, AT',\n",
       " 'Andrews, ME; Borrego, M; Boklage, A',\n",
       " 'Karahan, E; Kara, A; Akcay, AO',\n",
       " 'Cheng, L; Antonenko, P; Ritzhaupt, AD; MacFadden, B',\n",
       " 'Walker, JT; Kafai, YB',\n",
       " 'Shin, M; Lee, JJ; Nelson, FP',\n",
       " 'Yang, XT; Rahimi, S; Shute, V; Kuba, R; Smith, G; Alonso-Fernandez, C',\n",
       " 'Lindsay, SM',\n",
       " 'Ng, DTK; Chu, SKW',\n",
       " 'Whitcomb, KM; Singh, C',\n",
       " 'Hansen, KS',\n",
       " 'Sandrone, S; Scott, G; Anderson, WJ; Musunuru, K',\n",
       " 'Liu, YH; Rollins, AM; Levenson, RM; Fereidouni, F; Jenkins, MW',\n",
       " 'Peeters, W',\n",
       " 'Delahunty, T; Kimbell, R',\n",
       " 'Hachey, AC; An, SA; Golding, DE',\n",
       " 'Jackson, A; Godwin, A; Bartholomew, S; Mentzer, N',\n",
       " 'So, WWM',\n",
       " 'Rashid, R',\n",
       " 'Gouvea, JS',\n",
       " 'Aguilera, D; Lupianez, JL; Vilchez-Gonzalez, JM; Perales-Palacios, FJ',\n",
       " 'Khamhaengpol, A; Sriprom, M; Chuamchaitrakool, P',\n",
       " 'Boice, KL; Jackson, JR; Alemdar, M; Rao, AE; Grossman, S; Usselman, M',\n",
       " 'Mikhailova, EA; Post, CJ; Schlautman, MA; Xu, LY; Younts, GL',\n",
       " 'Chondrogiannis, E; Symeonaki, E; Papachristos, D; Loukatos, D; Arvanitis, KG',\n",
       " 'Adams, EL',\n",
       " 'White, BA; Miles, JR; Frantell, KA',\n",
       " 'Loyalka, P; Liu, OL; Li, GR; Kardanova, E; Chirikov, I; Hu, SF; Yu, NN; Ma, LP; Guo, F; Beteille, T; Tognatta, N; Gu, L; Ling, GM; Federiakin, D; Wang, H; Khanna, S; Bhuradia, A; Shi, ZL; Li, YY',\n",
       " 'Jones, LCR; McDermott, HJ; Tyrer, JR; Zanker, NP',\n",
       " 'Schallert, S; Lavicza, Z; Vandervieren, E',\n",
       " 'Apkarian, N; Henderson, C; Stains, M; Raker, J; Johnson, E; Dancy, M',\n",
       " 'Hwang, Y',\n",
       " 'Garbin, FGD; ten Caten, CS; Pacheco, DAD',\n",
       " 'Lachney, M; Eglash, R; Bennett, A; Babbitt, W; Foy, L; Drazin, M; Rich, KM',\n",
       " 'Price, E; Lau, AC; Goldberg, F; Turpen, C; Smith, PS; Dancy, M; Robinson, S',\n",
       " 'Ishak, SA; Din, R; Hasran, UA',\n",
       " 'Rabin, JM; Burgasser, A; Bussey, TJ; Eggers, J; Lo, SM; Seethaler, S; Stevens, L; Weizman, H',\n",
       " 'Kwon, H; Capraro, RM; Capraro, MM',\n",
       " 'Basu, AC; Hill, AS; Isaacs, AK; Mondoux, MA; Mruczek, REB; Narita, T',\n",
       " 'Shu, Y; Huang, TC',\n",
       " 'Vater, A; Mayoral, J; Nunez-Castilla, J; Labonte, JW; Briggs, LA; Gray, JJ; Makarevitch, I; Rumjahn, SM; Siegel, JB',\n",
       " 'Almukhambetova, A; Kuzhabekova, A',\n",
       " 'Ottemo, A; Gonsalves, AJ; Danielsson, AT',\n",
       " 'Race, AI; De Jesus, M; Beltran, RS; Zavaleta, ES',\n",
       " 'Gya, R; Bjune, AE',\n",
       " 'Lissitsa, S; Chachashvili-Bolotin, S',\n",
       " 'Melak, A; Singh, S',\n",
       " 'Sommers, AS; Richter-Egger, D; Cutucache, CE',\n",
       " 'Garces, JM; Almagro, CV; Lunghi, G; Di Castro, M; Buonocore, LR; Prades, RM; Masi, A',\n",
       " 'Yusof, YM; Ayob, A; Saad, MHM',\n",
       " 'Rahman, SMM',\n",
       " 'Araya, R; Collanqui, P',\n",
       " 'Yllana-Prieto, F; Jeong, JS; Gonzalez-Gomez, D',\n",
       " 'Ruiz-Sarmiento, JR; Baltanas, SF; Gonzalez-Jimenez, J',\n",
       " 'Estevez-Mauriz, L; Baelo, R',\n",
       " 'Santangelo, J; Hobbie, L; Lee, J; Pullin, M; Villa-Cuesta, E; Hyslop, A',\n",
       " 'Monkovic, JM; Jones, SM; Nicolas, M; Katyal, P; Punia, K; Noland, D; Montclare, JK',\n",
       " 'Young, SA; Newton, AR; Fowler, SR; Park, J',\n",
       " 'Wan, ZH; So, WMW; Hu, WP',\n",
       " 'Means, B; Wang, HW; Wei, X; Young, V; Iwatani, E',\n",
       " 'Pugh-Bernard, A; Kenyon, KL',\n",
       " 'Koury, ST; Carlin-Menter, S; Dey-Rao, R; Kelly, K',\n",
       " 'Godec, S; Archer, L; Dawson, E',\n",
       " 'Chen, XL; Zou, D; Xie, HR; Wang, FL',\n",
       " 'Cherrstrom, CA; Lopez, OS; Ashford-Hanserd, S',\n",
       " 'Morales, DX; Grineski, SE; Collins, TW',\n",
       " 'Hackman, ST; Zhang, DH; He, JW',\n",
       " 'Dolgopolovas, V; Dagiene, V',\n",
       " 'Czocher, JA; Melhuish, K; Kandasamy, SS; Roan, E',\n",
       " 'Mylonas, G; Paganelli, F; Cuffaro, G; Nesi, I; Karantzis, D',\n",
       " 'Li, H; Forbes, A; Yang, WP',\n",
       " 'Hrynevych, LM; Morze, NV; Vember, VP; Boiko, MA',\n",
       " 'Kumar, V; Johnson, MD; Nepal, B; Ghoshal, G',\n",
       " 'Levin, L; Verner, I',\n",
       " 'Kucuk, ZD; Yabas, D; Boyaci, HS; Corlu, MS',\n",
       " 'Kwan, R; Wong, BTM',\n",
       " 'Albert, L',\n",
       " 'Yean, AS; Syrene, S; Rahim, A',\n",
       " 'Pajk, T; Van Isacker, K; Abersek, B; Flogie, A',\n",
       " 'Ahmad, J; Siew, NM',\n",
       " 'Rodriguez, SL; Espino, ML; Le, BD; Cunningham, KJ',\n",
       " 'Damekova, SK; Shuyushbayeva, NN; Tanasheva, NK; Ahayeva, GS; Kaliyeva, AK',\n",
       " 'Sagyndykova, Z; Gazdiyeva, B; Gabdullina, Z; Akhmetzhanova, A; Mektepbayeva, D; Althonayan, A',\n",
       " 'Ajit, G; Lucas, T; Kanyan, R',\n",
       " 'Hurley, A; Chevrette, MG; Acharya, DD; Lozano, GL; Garavito, M; Heinritz, J; Balderrama, L; Beebe, M; DenHartog, ML; Corinaldi, K; Engels, R; Gutierrez, A; Jona, O; Putnam, JHI; Rhodes, B; Tsang, T; Hernandez, S; Bascom-Slack, C; Blum, JE; Price, PA; Davis, D; Klein, J; Pultorak, J; Sullivan, NL; Mouncey, NJ; Dorrestein, PC; Miller, S; Broderick, NA; Handelsman, J',\n",
       " 'Flores, GM',\n",
       " 'Hubbard, K',\n",
       " 'Tanase, SI; Buga, EM; Poienariu, L; Tanase, D',\n",
       " 'Toma, RB; Garcia-Carmona, A',\n",
       " 'Chise, D; Fort, M; Monfardini, C',\n",
       " 'Buturlina, O; Dovhal, S; Hryhorov, H; Lysokolenko, T; Palahuta, V',\n",
       " 'Silva-Diaz, F; Carrillo-Rosua, J; Fernandez-Plaza, JA',\n",
       " 'Knight, GL',\n",
       " 'Garcia, JA; Espinosa, MPP; Sanchez, JLS',\n",
       " 'Ferrada, CAF; Diaz-Levicoy, DA; Rosua, FJC',\n",
       " 'Hamilton, M',\n",
       " 'Tsai, LT; Chang, CC; Cheng, HT',\n",
       " 'Yucelyigit, S; Toker, Z',\n",
       " 'Ling, LS; Pang, V; Lajium, D',\n",
       " 'McIntyre, MM; Gundlach, JL; Graziano, WG',\n",
       " 'Gonzalez-Pena, OI; Moran-Soto, G; Rodriguez-Masegosa, R; Rodriguez-Lara, BM',\n",
       " 'Gonzalez-Pena, OI; Pena-Ortiz, MO; Moran-Soto, G',\n",
       " 'Nasri, N; Rahimi, NM; Nasri, NM; Abd Talib, MA',\n",
       " 'Tselegkaridis, S; Sapounidis, T',\n",
       " 'Hali, AU; Aslam, S; Zhang, BH; Saleem, A',\n",
       " 'Felder, RM',\n",
       " 'Greca, IM; Ortiz-Revilla, J; Arriassecq, I',\n",
       " 'Amo, D; Fox, P; Fonseca, D; Poyatos, C',\n",
       " 'Arroyo, AC; Montes, MR; Quilis, JDS',\n",
       " 'Chasteen, S',\n",
       " 'Mutambara, D; Bayaga, A',\n",
       " 'Mayorova, VI; Grishko, DA; Leonov, VV',\n",
       " 'Wu, YF; Cheng, JM; Koszalka, TA',\n",
       " 'Klutsch, CFC; Aspholm, PE; Polikarpova, N; Veisblium, O; Bjorn, TA; Wikan, A; Gonzalez, V; Hagen, SB',\n",
       " 'Gong, HJ; Park, H; Hagood, TC',\n",
       " 'Apple, MW',\n",
       " 'Huang, W; Roscoe, R; Johnson-Glenberg, MC; Craig, SD',\n",
       " 'Stiemsma, LT; Davis, SD; Brewster, JL',\n",
       " 'Sabat, M; Abdel-Massih, RM; Kanaan, A; Salloum, S; Serhan, M; Fares, R; Haddad, N; Melki, A',\n",
       " 'Nguyen, AV; Orlofsky, A; Pubill, K; Tawde, M; Li, GZ; Mata, D; Bermudes, O; Fernandez, M; Santana, J; Kim, W; Chimbay, E; Kim, Y; Nguyen, T; Fox, M; Eralte, J; Metz, M; Smyth, DS; Panzeca, C; Khan, MI',\n",
       " 'Olson, JS; Nayar-Bhalerao, S',\n",
       " 'Borman, L; Strimel, GJ; Krause, L',\n",
       " 'Rushton, EAC; King, H',\n",
       " 'Li, YP',\n",
       " 'Diaz, NVM; Barhate, B; Johnston, A; Jabarkhail, S',\n",
       " 'Chung, CC; Huang, SL; Cheng, YM; Lou, SJ',\n",
       " 'Hockicko, P; Tarjanyiova, G',\n",
       " '[Anonymous]',\n",
       " 'Ho, MT; La, VP; Nguyen, MH; Pham, TH; Vuong, TT; Vuong, HM; Pham, HH; Hoang, AD; Vuong, QH',\n",
       " 'Tam, HL; Chan, AYF; Lai, OLH',\n",
       " 'Valovicova, L; Ondruska, J; Zelenicky, L; Chytry, V; Medova, J',\n",
       " 'Bassachs, M; Canabate, D; Nogue, L; Serra, T; Bubnys, R; Colomer, J',\n",
       " 'Gopal, K; Salim, NR; Ayub, AFM',\n",
       " 'Fidai, A; Capraro, MM; Capraro, RM',\n",
       " 'Ingram, E; Keshwani, J',\n",
       " 'Hempel, B; Kiehlbaugh, K; Blowers, P',\n",
       " 'Ralls, D; Bianchi, L; Choudry, S',\n",
       " 'Quarderer, NA; McDermott, MA',\n",
       " 'Li, S; Du, HX; Xing, WL; Zheng, J; Chen, GH; Xie, C',\n",
       " 'Pagano, LC; Haden, CA; Uttal, DH',\n",
       " 'Tomblin, D; Mogul, N',\n",
       " 'Smith, DV',\n",
       " 'Wen, Y',\n",
       " 'Blustein, DL; Erby, W; Meerkins, T; Soldz, I; Ezema, GN',\n",
       " 'King, HC; Bella, Z; Lewis, HLJ; Payan, J; Fischer, AJ',\n",
       " 'Juskeviciene, A; Stupuriene, G; Jevsikova, T',\n",
       " 'Rodriguez, AJ; Shim, SW',\n",
       " \"O'Hara, RM\",\n",
       " 'Song, H; Zhou, MM',\n",
       " 'Chen, Y; Chow, SCF; So, WWM',\n",
       " 'Gonzalez-Nieto, NA; Ching-Chiang, LWC; Fernandez-Cardenas, JM; Reynaga-Pena, CG; Santamaria-Cid-de-Leon, D; Diaz-de-Leon-Lastras, A; Capetillo, AJC',\n",
       " 'Hardy, EL; Williams, B; Harden, C; Oshinowo, O; Copeland, R; Gee, B; Lam, WA',\n",
       " 'Wolf, V; Hsiao, V; Rodriguez, B; Min, A; Mayorga, J; Ashcroft, J',\n",
       " 'Anderson, AE; Justement, LB; Bruns, HA',\n",
       " 'Wannapiroon, N; Petsangsri, S',\n",
       " 'Nurtanto, M; Sudira, P; Kholifah, N; Samsudin, A; Warju, W',\n",
       " 'Thuy, NTT; Bien, NV; Quy, DX',\n",
       " 'Sulaeman, NF; Putra, PDA; Mineta, I; Hakamada, H; Takahashi, M; Ide, Y; Kumano, Y',\n",
       " 'Cervone, D; Mercurio, L; Lilley, C',\n",
       " 'Chai, CS; Rahmawati, Y; Jong, MSY',\n",
       " 'Christopoulos, A; Pellas, N; Laakso, MJ',\n",
       " 'Gonzalez-Tablas, AI; Vasco, MIG; Cascos, I; Palomino, AP',\n",
       " 'Nguyen, TPL; Nguyen, TH; Tran, TK',\n",
       " 'Settlage, J',\n",
       " 'Lin, Q; Yin, Y; Tang, XD; Hadad, R; Zhai, XM',\n",
       " 'Evans, T; Klymchuk, S; Murphy, PEL; Novak, J; Stephens, J; Thomas, M',\n",
       " 'Li, XS; Wang, WJ',\n",
       " 'Robertson, AD; Gray, KE; Lovegren, CE; Killough, KL; Wenzinger, ST',\n",
       " 'Tsinajinie, G; Kirboyun, S; Hong, S',\n",
       " 'Baselga, SV; Garrido, OM; Buron, HG',\n",
       " 'Yildirim, B',\n",
       " 'Ceyhan, GD; Tillotson, JW',\n",
       " 'Maiorca, C; Mohr-Schroeder, MJ',\n",
       " 'Utley, J; Ivey, T; Cribbs, J',\n",
       " 'Anwar, S; Menekse, M',\n",
       " 'Conde, MA; Rodriguez-Sedano, FJ; Fernandez-Llamas, C; Goncalves, J; Lima, J; Garcia-Penalvo, FJ',\n",
       " 'Boeve-de Pauw, J; Ardies, J; Hens, K; Wullemen, A; van de Vyver, Y; Rydant, T; De Spiegeleer, L; Verbraeken, H',\n",
       " 'Bertram, L',\n",
       " 'Geesa, RL; Stith, KM; Rose, MA',\n",
       " 'Lee, H; Ham, H; Kwon, H',\n",
       " 'Sivaraj, R; Ellis, JA; Wieselmann, JR; Roehrig, GH',\n",
       " 'Tan, MC',\n",
       " 'Bianchi, N; Giorcelli, M',\n",
       " 'Pellas, N; Dengel, A; Christopoulos, A',\n",
       " 'Flemming, A; Phillips, M; Shea, EK; Bolton, A; Lincoln, C; Green, K; Mast, A; Cubeta, MA',\n",
       " 'Skrimponis, P; Makris, N; Rajguru, SB; Cheng, KR; Ostrometzky, J; Ford, E; Kostic, Z; Zussman, G; Korakis, T',\n",
       " 'Colon, J; Tiernan, N; Oliphant, S; Shirajee, A; Flickinger, J; Liu, H; Francisco-Ortega, J; Mccartney, M',\n",
       " 'Hacisalihoglu, G; Stephens, D; Stephens, S; Johnson, L; Edington, M',\n",
       " 'Owens, DC; Petitt, DN; Lally, D; Forbes, CT',\n",
       " 'Jeong, JS; Gonzalez-Gomez, D; Prieto, FY',\n",
       " 'Lipovetsky, S',\n",
       " 'Aydin-Gunbatar, S; Ekiz-Kiran, B; Oztay, ES',\n",
       " 'Ansong, D; Okumu, M; Albritton, TJ; Bahnuk, EP; Small, E',\n",
       " 'Evans, T; Thomas, MOJ; Klymchuk, S',\n",
       " \"Parker, C; Grigg, J; D'Souza, S; Mitchell, C; Smith, E\",\n",
       " 'Zhu, XH; Xiong, ZF; Zheng, TY; Li, L; Zhang, LY; Yang, F',\n",
       " 'Mi, SS; Bi, HL; Lu, SS',\n",
       " 'Salmi, HS; Thuneberg, H; Bogner, FX',\n",
       " 'Xing, WL; Li, CL; Chen, GH; Huang, XD; Chao, J; Massicotte, J; Xie, C',\n",
       " 'Mutambara, D; Bayaga, A',\n",
       " 'Wang, LY; Chiang, FK',\n",
       " 'Hughes, R; Schellinger, J; Roberts, K',\n",
       " 'Mohan, A; Kelly, GJ',\n",
       " 'Lane, AK; McAlpin, JD; Earl, B; Feola, S; Lewis, JE; Mertens, K; Shadle, SE; Skvoretz, J; Ziker, JP; Couch, BA; Prevost, LB; Stains, M',\n",
       " 'Shah, N; Christensen, JA; Ortiz, NA; Nguyen, AK; Byun, S; Stroupe, D; Reinholz, DL',\n",
       " 'Stella, M',\n",
       " 'Lee, MGJ; Collins, JD; Harwood, SA; Mendenhall, R; Huntt, MB',\n",
       " 'Dong, Y; Wang, J; Yang, YY; Kurup, PM',\n",
       " 'Hwang, CS',\n",
       " 'Wan, ZH; Jiang, YS; Zhan, Y',\n",
       " 'Liu, R',\n",
       " 'Smith, DW; Lampley, SA; Dolan, B; Williams, G; Schleppenbach, D; Blair, M',\n",
       " 'Dziob, D; Krupinski, M; Wozniak, E; Gabryszewski, R',\n",
       " 'Hernandez-Sabate, A; Albarracin, L; Sanchez, FJ',\n",
       " 'Milicic, G; Wetzel, S; Ludwig, M',\n",
       " 'Rowe, S; Riggio, M; De Amicis, R; Rowe, SR',\n",
       " 'Eltanahy, M; Forawi, S; Mansour, N',\n",
       " 'Vossen, TE; Tigelaar, EH; Henze, I; De Vries, MJ; Van Driel, JH',\n",
       " 'Yildirim, B',\n",
       " 'Yildirim, H; Gelmez-Burakgazi, S',\n",
       " 'Timur, B; Belek, F',\n",
       " 'Stelter, RL; Kupersmidt, JB; Stump, KN',\n",
       " 'Fisher, KQ; Koretsky, MD',\n",
       " 'Juskeviciene, A; Dagiene, V; Dolgopolovas, V',\n",
       " 'Alade, F; Lauricella, A; Kumar, Y; Wartella, E',\n",
       " 'Zhou, D; Gomez, R; Wright, N; Rittenbruch, M; Davis, J',\n",
       " 'Davis, JP; Du, J; Tang, JH; Qiao, L; Liu, YQ; Chiang, FK',\n",
       " \"O'Sullivan, S; Friebe, M; Tonti, WR; Hartnett, M; Castro, M; Pozzo, MI; Nilsiam, Y\",\n",
       " 'Welch, J',\n",
       " 'Wieselmann, JR; Keratithamkul, K; Dare, EA; Ring-Whalen, EA; Roehrig, GH',\n",
       " 'Kapon, S; Schvartzer, M; Peer, T',\n",
       " 'Sen, C; Ay, ZS; Kiray, SA',\n",
       " 'Stewart, F; Yeom, M; Stewart, A',\n",
       " 'Caspi, A; Gorsky, P; Nitzani-Hendel, R; Zacharia, ZC; Rosenfeld, S; Berman, S; Shildhouse, B',\n",
       " 'Falloon, G; Forbes, A; Stevenson, M; Bower, M; Hatzigianni, M',\n",
       " 'Zhan, XH; Sun, DE; Wan, ZH; Hua, YL; Xu, RR',\n",
       " 'El Nagdi, M; Roehrig, G',\n",
       " 'Kulturel-Konak, S',\n",
       " 'Liou, YH; Daly, AJ',\n",
       " 'Fernandez-Martin, FD; Arco-Tirado, JL; Carrillo-Rosua, FJ; Hervas-Torres, M; Ruiz-Hidalgo, JF; Romero-Lopez, C',\n",
       " 'Wei, WK; Maat, SM',\n",
       " 'Glaze-Crampes, AL',\n",
       " 'Jesionkowska, J; Wild, F; Deval, Y',\n",
       " 'Du Plessis, AE',\n",
       " 'De Meester, J; Boeve-de Pauw, J; Buyse, MP; Ceuppens, S; De Cock, M; De Loof, H; Goovaerts, L; Hellinckx, L; Knipprath, H; Struyf, A; Thibaut, L; van de Velde, D; Van Petegem, P; Dehaene, W',\n",
       " 'Yu, KC; Wu, PH; Fan, SC',\n",
       " 'Li, S; Chen, GH; Xing, WL; Zheng, J; Xie, C',\n",
       " 'Black, PN',\n",
       " 'Shute, V; Rahimi, S; Smith, G; Ke, FF; Almond, R; Dai, CP; Kuba, R; Liu, ZC; Yang, XT; Sun, C',\n",
       " 'Weng, JY; Li, H',\n",
       " 'Ferrada-Ferrada, C; Carrillo-Rosua, J; Diaz-Levicoy, D; Silva-Diaz, F',\n",
       " 'York, E; Conley, SN',\n",
       " 'Develaki, M',\n",
       " 'Wahono, B; Lin, PL; Chang, CY',\n",
       " 'Park, W; Wu, JY; Erduran, S',\n",
       " 'Hussenius, A',\n",
       " 'Cetin, M; Demircan, HO',\n",
       " 'Lyon, JA; Magana, AJ',\n",
       " 'Sierra, IM; Dziabenko, O; Zubia, JG',\n",
       " 'Sanchez-Martin, J; Corrales-Serrano, M; Luque-Sendra, A; Zamora-Polo, F',\n",
       " 'Palisoc, CP; Morales, MPE; Avilla, RA; Ayuste, TO; Ramos-Butron, B; Casilla, NA',\n",
       " 'Dickman, B; Nauman, E',\n",
       " 'Monahan, C; Munakata, M; Vaidya, A; Gandini, S',\n",
       " 'Nash, AM; Peters, AL',\n",
       " 'Ching-Chiang, LWC; Fernandez-Cardenas, JM',\n",
       " 'Simunovic, M; Babarovic, T',\n",
       " 'Hosbein, KN; Barbera, J',\n",
       " 'Eglash, R; Bennett, A; Babbitt, W; Lachney, M; Reinhardt, M; Hammond-Sowah, D',\n",
       " 'Ciftci, A; Topcu, MS; Foulk, JA',\n",
       " 'Watson, S; Williams-Duncan, OM; Peters, ML',\n",
       " 'Roller, SA; Lampley, SA; Dillihunt, ML; Benfield, MPJ; Gholston, SE; Turner, MW; Davis, AM',\n",
       " 'Keratithamkul, K; Kim, JN; Roehrig, GH',\n",
       " 'Elliott, CH',\n",
       " 'Eisenhart, M; Allen, CD',\n",
       " 'Gao, F; Li, L; Sun, YY',\n",
       " 'So, WMW; He, QW; Chen, Y; Chow, CF',\n",
       " 'Bain, K; Bender, L; Bergeron, P; Caballero, MD; Carmel, JH; Duffy, EM; Ebert-May, D; Fata-Hartley, CL; Herrington, DG; Laverty, JT; Matz, RL; Nelson, PC; Posey, LA; Stoltzfus, JR; Stowe, RL; Sweeder, RD; Tessmer, SH; Underwood, SM; Urban-Lurain, M; Cooper, MM',\n",
       " 'Smyrnaiou, Z; Georgakopoulou, E; Sotiriou, S',\n",
       " 'McComas, WF; Burgin, SR',\n",
       " 'Chiang, FK; Liu, YQ; Feng, XR; Zhuang, YX; Sun, YL',\n",
       " 'Smith, DH; Hao, Q; Dennen, V; Tsikerdekis, M; Barnes, B; Martin, L; Tresham, N',\n",
       " 'Wilson, K',\n",
       " 'Gao, XY; Li, PS; Shen, J; Sun, HF',\n",
       " 'Smolinsky, L; Marx, BD; Olafsson, G; Ma, YXA',\n",
       " 'Delahunty, T; Seery, N; Lynch, R',\n",
       " 'Li, KC; Wong, BTM',\n",
       " 'Johns, C',\n",
       " 'Ortiz-Revilla, J; Aduriz-Bravo, A; Greca, IM',\n",
       " 'Huang, FX',\n",
       " 'Watanabe, W; Maruyama, R; Arimoto, H; Tamada, Y',\n",
       " 'Gafuanov, YY; Podnebesova, GB',\n",
       " 'Boytchev, P; Boytcheva, S',\n",
       " 'Reeves, PM; Bobrownicki, A; Bauer, M; Graham, MJ',\n",
       " 'Demirbag, C; Arikan, S; Mugaloglu, EZ',\n",
       " 'Zhuang, TT; Cheung, ACK; Tam, W',\n",
       " 'Macalalag, AZ; Johnson, J; Lai, MC',\n",
       " 'Eglash, R; Lachney, M; Babbitt, W; Bennett, A; Reinhardt, M; Davis, J',\n",
       " 'Jones, RM; Cleaver, R',\n",
       " 'Bautista-Vallejo, JM; Hernandez-Carrera, RM',\n",
       " 'Koyunlu Unlu, Z; Dokme, I',\n",
       " 'St James, AR; Campbell, D',\n",
       " 'Bustamante, AS; Schlesinger, M; Begolli, KN; Golinkoff, RM; Shahidi, N; Zonji, S; Riesen, C; Evans, N; Hirsh-Pasek, K',\n",
       " 'Hu, CC; Yeh, HC; Chen, NS',\n",
       " 'Quinn, CM; Reid, JW; Gardner, GE',\n",
       " 'Ozkan, G; Topsakal, UU',\n",
       " 'Pleasants, J',\n",
       " 'Baselga, SV; Garrido, OM; Buron, HG',\n",
       " 'Lee, OH; Stephens, A',\n",
       " 'Sabbah, S; Heyd-Metzuyanim, E',\n",
       " 'Hacioglu, Y; Usta, ND',\n",
       " 'Barnard, M; Dehon, E; Compretta, C; Notebaert, A; Sparkmon, W; Meyer, E; Stray, S; Taylor, J; Sullivan, D; Rockhold, R',\n",
       " 'Barlow, A; Brown, S; Lutz, B; Pitterson, N; Hunsu, N; Adesope, O',\n",
       " 'Knekta, E; Rowland, AA; Corwin, LA; Eddy, S',\n",
       " 'Chen, CC; Huang, PH',\n",
       " 'Quigley, CF; Herro, D; King, E; Plank, H',\n",
       " 'Schwortz, AC; Burrows, AC',\n",
       " 'Nguyen, HD; Do, NV; Tran, NP; Pham, XH; Pham, VT',\n",
       " 'Lyon, JA; Fennell, HW; Magana, AJ',\n",
       " 'Takeuchi, MA; Sengupta, P; Shanahan, MC; Adams, JD; Hachem, M',\n",
       " 'Clements, DH; Vinh, M; Lim, CI; Sarama, J',\n",
       " 'Moen, KC; Beck, MR; Saltzmann, SM; Cowan, TM; Burleigh, LM; Butler, LG; Ramanujam, J; Cohen, AS; Greening, SG',\n",
       " 'Sondergeld, TA',\n",
       " 'Nallapothula, D; Lozano, JB; Han, S; Herrera, C; Sayson, HW; Levis-Fitzgerald, M; Maloy, J',\n",
       " 'Alomari, HW; Ramasamy, V; Kiper, JD; Potvin, G',\n",
       " 'Kim, JY; Chung, H; Jung, EY; Kim, JO; Lee, TW',\n",
       " 'Bramstedt, K',\n",
       " 'Henriksen, D; Mishra, P',\n",
       " 'Ngan, LHM; Hien, NV; Hoang, LH; Hai, ND; Bien, NV',\n",
       " 'Woods, S; Hsu, YC',\n",
       " 'Wieselmann, JR; Roehrig, GH; Kim, JN',\n",
       " 'Bernacki, ML; Vosicka, L; Utz, JC',\n",
       " 'Eadkong, T; Pimton, P; Dam-O, P; Channuie, P',\n",
       " 'Lin, YT; Yeh, MKC; Hsieh, HL',\n",
       " 'Barlow, A; Brown, S',\n",
       " 'Li, YP; Wang, K; Xiao, Y; Froyd, JE; Nite, SB',\n",
       " 'Atit, K; Uttal, DH; Stieff, M',\n",
       " 'Denton, M; Borrego, M; Boklage, A',\n",
       " 'Leung, A',\n",
       " 'King, KD; Ochsendorf, RJ; Solomon, GEA; Sloane, FC',\n",
       " 'Reynante, BM; Selbach-Allen, ME; Pimentel, DR',\n",
       " 'Hill, LB',\n",
       " 'Almukhambetova, A; Kuzhabekova, A',\n",
       " 'Choo, S; Park, S; Nelson, NJ',\n",
       " 'Watson, J; Fitzallen, N; English, L; Wright, S',\n",
       " 'Jones, SZ',\n",
       " 'Lansiquot, R',\n",
       " 'Zhu, MN',\n",
       " 'Hollett, T; Vivoni, F',\n",
       " 'Mateos-Nunez, M; Martinez-Borreguero, G; Naranjo-Correa, FL',\n",
       " 'Lasica, IE; Meletiou-Mavrotheris, M; Katzis, K',\n",
       " 'Petrov, PD; Atanasova, TV',\n",
       " 'Xu, MD; Williams, PJ; Gu, JJ; Zhang, H',\n",
       " 'Murphy, S',\n",
       " 'Deeken, C; Neumann, I; Heinze, A',\n",
       " 'Chirikov, I; Semenova, T; Maloshonok, N; Bettinger, E; Kizilcec, RF',\n",
       " 'McNamara, J; Sweetman, S; Connors, P; Lofgren, I; Greene, G',\n",
       " 'Gdansky, NI; Kulikova, NL; Budnik, AA; Sokolov, IV',\n",
       " 'Gleason, DW',\n",
       " 'Jeong, JS; Gonzalez-Gomez, D',\n",
       " 'Hanson, SL; Krywult-Albanska, M',\n",
       " 'Chen, YL; Huang, LF; Wu, PC',\n",
       " 'Yildirim, B',\n",
       " 'Falloon, G; Hatzigianni, M; Bower, M; Forbes, A; Stevenson, M',\n",
       " 'Cheng, YC; So, WWM',\n",
       " 'Jones, D; Lotz, N; Holden, G',\n",
       " 'Fung, CH',\n",
       " 'Faulconer, EK; Wood, B; Griffith, JC',\n",
       " 'Shively, K; Hitchens, C; Hitchens, N',\n",
       " 'Simo, VL; Lagaron, DC; Rodriguez, CS',\n",
       " 'Li, YP; Wang, K; Xiao, Y; Froyd, JE',\n",
       " 'Zakariya, YF',\n",
       " 'Emembolu, I; Padwick, A; Shimwell, J; Sanderson, J; Davenport, C; Strachan, R',\n",
       " 'Yata, C; Ohtani, T; Isobe, M',\n",
       " 'Strawhacker, A; Verish, C; Shaer, O; Bers, M',\n",
       " 'Mohammadi, A; Grosskopf, K; Killingsworth, J',\n",
       " 'Peters-Burton, E',\n",
       " 'Fan, JY; Ye, JH',\n",
       " 'McKay, B',\n",
       " 'Hansen, AK; Lent, DD; Muller, UK; Muller, U',\n",
       " 'Nepeina, K; Istomina, N; Bykova, O',\n",
       " 'Conradty, C; Sotiriou, SA; Bogner, FX',\n",
       " 'Abdukhakimova, D; Xie, YQ',\n",
       " 'Parker, PD; Van Zanden, B; Marsh, HW; Owen, K; Duineveld, JJ; Noetel, M',\n",
       " 'Lin, KY; Yu, KC; Hsiao, HS; Chang, YS; Chien, YH',\n",
       " 'Fadzli, S; Yahaya, J; Deraman, A; Hamdan, AR; Halim, L; Yahaya, NZ; Zahari, MSM; Rais, IAI',\n",
       " 'Halpin, PA; Donahue, AE; Johnson, KMS',\n",
       " 'Fendos, J',\n",
       " 'Tubb, AL; Cropley, DH; Marrone, RL; Patston, T; Kaufman, JC',\n",
       " 'Lee, NY; Tucker-Kellogg, G',\n",
       " 'Lysenko, T; Wang, QF',\n",
       " 'Kwok, M; Vela, KN; Rugh, MS; Lincoln, YS; Capraro, RM; Capraro, MM',\n",
       " 'Altan, EB; Tan, S',\n",
       " 'Tannock, S',\n",
       " 'Sirakaya, M; Sirakaya, DA',\n",
       " 'Irgens, GA; Dabholkar, S; Bain, C; Woods, P; Hall, K; Swanson, H; Horn, M; Wilensky, U',\n",
       " 'Borda, E; Schumacher, E; Hanley, D; Geary, E; Warren, S; Ipsen, C; Stredicke, L',\n",
       " 'Robertson, AD; Elliott, LJA',\n",
       " 'Yannier, N; Hudson, SE; Koedinger, KR',\n",
       " 'Khuyen, NTT; Bien, NV; Lin, PL; Lin, J; Chang, CY',\n",
       " 'Johnson, A; Elliott, S',\n",
       " 'Moore, ME; Vega, DM; Wiens, KM; Caporale, N',\n",
       " 'Cipollone, K; Stich, AE; Weis, L',\n",
       " 'Kim, Y; Jeon, J; Eom, J; Lee, H',\n",
       " 'Spyropoulou, N; Glaroudis, D; Lossifides, A; Zaharakis, ID',\n",
       " 'John, TM; Badejo, JA; Popoola, SI; Omole, DO; Odukoya, JA; Ajayi, PO; Aboyade, M; Atayero, AA',\n",
       " 'Han, N; Nam, Y',\n",
       " 'Chen, BY; Bastedo, K; Howard, W',\n",
       " 'Djonko-Moore, CM; Leonard, J; Holifield, Q; Bailey, EB; Almughyirah, SM',\n",
       " 'Smith, C; Watson, J',\n",
       " 'Cevik, M',\n",
       " 'Knipprath, H; Thibaut, L; Buyse, MP; Ceuppens, S; De Loof, H; De Meester, J; Goovaerts, L; Struyf, A; Boeve-De Pauw, J; Depaepe, F; Deprez, J; De Cock, M; Hellinckx, L; Langie, G; Struyven, K; Van de Velde, D; Van Petegem, P; Dehaene, W',\n",
       " 'Wendy',\n",
       " 'Dyer, RA',\n",
       " 'Leshner, AI',\n",
       " 'Cadaret, CN; Yates, DT',\n",
       " 'Kim, NJ; Belland, BR; Walker, AE',\n",
       " 'Love, TS; Wells, JG',\n",
       " 'Beymer, PN; Rosenberg, JM; Schmidt, JA; Naftzger, NJ',\n",
       " 'Ballen, CJ; Thompson, SK; Blum, JE; Newstrom, NP; Cotner, S',\n",
       " 'Saw, G; Chang, CN',\n",
       " 'Harris, A; de Bruin, LR',\n",
       " 'Lynch, SJ; Burton, EP; Behrend, T; House, A; Ford, M; Spillane, N; Matray, S; Han, E; Means, B',\n",
       " 'McNeely, CL; Fealing, KH',\n",
       " 'Woodgate, F',\n",
       " 'Garibay, JC',\n",
       " 'Fletcher, JD',\n",
       " 'Auerbach, AJJ; Andrews, TC',\n",
       " 'Craig, SD; Graesser, AC; Perez, RS',\n",
       " 'Holmes, K; Gore, J; Smith, M; Lloyd, A',\n",
       " 'Han, G; Martin, RA',\n",
       " 'Jung, SE; Won, ES',\n",
       " 'Thibaut, L; Knipprath, H; Dehaene, W; Depaepe, F',\n",
       " 'Romulo, CL; Raoufi, A; Largen, K; Schwebach, JR',\n",
       " 'Peters-Burton, E',\n",
       " 'Delahunty, T; Seery, N; Lynch, R',\n",
       " 'Malachowski, M',\n",
       " 'Chaytor, J; Karpovich, D; Cole, A',\n",
       " 'Corbo, J; Falkenberg, K; Ngai, C; Pilgrim, M; Quan, G; Reinholz, D; Wise, S',\n",
       " 'Kelleher, C; Turnpenny, B; Silva, A',\n",
       " 'Malachowski, M; Karukstis, K',\n",
       " 'Robinson, L; Carlson, P; Bishop, GR',\n",
       " 'Weaver, G',\n",
       " 'Martin-Ramos, P; Lopes, MJ; da Silva, MML; Gomes, PEB; da Silva, PSP; Domingues, JPP; Silva, MR',\n",
       " 'Mullet, DR; Kettler, T; Sabatini, A',\n",
       " 'Persaud-Sharma, D; Burns, J',\n",
       " 'Ellison, S; Allen, B',\n",
       " 'Mulligan, J; Woolcott, G; Mitchelmore, M; Davis, B',\n",
       " 'Bazelais, P; Doleck, T',\n",
       " 'Barak, M; Assal, M',\n",
       " 'Vakil, S',\n",
       " 'Tay, J; Salazar, A; Lee, H',\n",
       " 'Ihrig, LM; Lane, E; Mahatmya, D; Assouline, SG',\n",
       " 'Dare, EA; Ellis, JA; Roehrig, GH',\n",
       " 'Schwartz, JSJ',\n",
       " 'Howie, P',\n",
       " 'Hill-Cunningham, PR; Mott, MS; Hunt, AB',\n",
       " 'Ong, M; Smith, JM; Ko, LT',\n",
       " 'Xu, YJ',\n",
       " 'Jagannathan, R; Camasso, MJ; Delacalle, M',\n",
       " 'Young, J; Capraro, MM; Capraro, R; Cason, M',\n",
       " 'Brace, JL; Baiduc, RR; Drane, DL; Flores, LC; Beitel, GJ; Lo, SM',\n",
       " 'Anisimova, TI; Shatunova, OV; Sabirova, FM',\n",
       " 'Huet, I',\n",
       " 'Weiner, S; Lande, M; Jordan, S',\n",
       " 'Goodnough, K',\n",
       " 'Essex, J; Haxton, K',\n",
       " 'Fernandez-Limon, C; Fernandez-Cardenas, JM; Galindo, AAG',\n",
       " 'Paredes, SG',\n",
       " 'Lamb, R; Annetta, L; Vallett, D; Firestone, J; Schmitter-Edgecombe, M; Walker, H; Deviller, N; Hoston, D',\n",
       " 'Ridgeway, B; Brown, V',\n",
       " 'Tajmel, T; Salzmann, I',\n",
       " 'Goy, SC; Wong, YL; Low, WY; Noor, SNM; Fazli-Khalaf, Z; Onyeneho, N; Daniel, E; Azizan, S; Hasbullah, M; GinikaUzoigwe, A',\n",
       " 'Bela, MT',\n",
       " 'Beason-Abmayr, B; Wilson, JS',\n",
       " 'Marshall, JA; Harron, JR',\n",
       " 'Sardesai, AN; Segel, XM; Baumholtz, MN; Chen, YH; Sun, RH; Schork, BW; Buonocore, R; Wagner, KO; Golecki, HM',\n",
       " 'Ring-Whalen, E; Dare, E; Roehrig, G; Titu, P; Crotty, E',\n",
       " 'Gabriel, BFCC; Valente, R; Dias-de-Oliveira, JA; Neto, VFS; De Andrade-Campos, AGD',\n",
       " 'London, JS; Mckenna, A; Huang, W; Molnar, A; Cruz, SN',\n",
       " 'London, J',\n",
       " 'Da Costa, LAC; Cabral, TCB; Santos, FD',\n",
       " 'DeCoito, I; Myszkal, P',\n",
       " 'Khanaposhtani, MG; Liu, CJ; Gottesman, BL; Shepardson, D; Pijanowski, B',\n",
       " 'Vennix, J; den Brok, P; Taconis, R',\n",
       " 'Overbey, TA; Dotson, DS; LaBadie, MM',\n",
       " 'Bartholomew, SR; Nadelson, LS; Goodridge, WH; Reeve, EM',\n",
       " 'Ariyo, O; Hagler, A; Armstrong, M; Woodson, HM',\n",
       " 'Morze, NV; Gladun, MA; Dziuba, SM',\n",
       " 'Chen, GA; Buell, JY',\n",
       " 'Schwartz-DuPre, RL; Parmett, HM',\n",
       " 'Cohen, B',\n",
       " 'York, E',\n",
       " 'Simunovic, M; Ercegovac, IR; Burusic, J',\n",
       " 'Young, AM; Wendel, PJ; Esson, JM; Plank, KM',\n",
       " 'Zaher, AA; Damaj, IW',\n",
       " 'Ireland, DT; Freeman, KE; Winston-Proctor, CE; DeLaine, KD; Lowe, SM; Woodson, KM',\n",
       " 'Selwitz, JL; Ahring, B; Garcia-Perez, M; Morrison, J',\n",
       " 'Jones, LCR; McDermott, HJ; Tyrer, JR; Zanker, NP',\n",
       " 'Heuring, J',\n",
       " \"O'Byrne, WI; Radakovic, N; Hunter-Doniger, T; Fox, M; Kern, R; Parnell, S\",\n",
       " 'Yildirim, B; Sidekli, S',\n",
       " 'Malhotra, Y',\n",
       " 'Steele, A; Ashworth, EL',\n",
       " 'Craig, CJ; Verma, R; Stokes, D; Evans, P; Abrol, B',\n",
       " 'Cukurova, M; Bennett, J; Abrahams, I',\n",
       " 'Toma, RB; Greca, IM',\n",
       " 'Barelli, E; Branchetti, L; Tasquier, G; Albertazzi, L; Levrini, O',\n",
       " 'Jeannis, H; Joseph, J; Goldberg, M; Seelman, K; Schmeler, M; Cooper, RA',\n",
       " 'Adkins, SJ; Rock, RK; Morris, JJ',\n",
       " 'Crawford, MB; Wilson-Kennedy, ZS; Thomas, GA; Gilman, SD; Warner, IM',\n",
       " 'Burgos, D; Corbi, A',\n",
       " 'Akcaoglu, M; Rosenberg, JM; Ranellucci, J; Schwarz, CV',\n",
       " 'Fendos, J',\n",
       " 'Sadler, K; Eilam, E; Bigger, SW; Barry, F',\n",
       " 'Tsai, HY; Chung, CC; Lou, SJ',\n",
       " 'diSessa, AA',\n",
       " 'Makino, M; Suzuki, K; Takamatsu, K; Shiratori, A; Saito, A; Sakai, K; Furukawa, H',\n",
       " 'Castro-Felix, E; Daniels, H',\n",
       " 'Aslam, F; Adefila, A; Bagiya, Y',\n",
       " 'Watermeyer, R; Montgomery, C',\n",
       " 'Martinez, NPS; Rodriguez, EQ',\n",
       " 'Gilroy, P',\n",
       " 'Montgomery, C; Fernandez-Cardenas, JM',\n",
       " 'Mestre, JP; Cheville, A; Herman, GL',\n",
       " 'Simoniello, C; Watson, S',\n",
       " 'Grout, I',\n",
       " 'LaForce, M; Noble, E; Blackwell, C',\n",
       " 'Hoeg, D; Bencze, L',\n",
       " 'Junaidi, MIM; Zain, SM; Hamid, R; Basri, NEA; Suja, F; Osman, SA; Yasin, RM',\n",
       " 'Yamagata, H; Morita, T',\n",
       " 'Muramatsu, S; Chugo, D; Yokota, S; Hashimoto, H',\n",
       " 'Kozan, S; Blustein, DL; Barnett, M; Wong, C; Connors-Kellgren, A; Haley, J; Patchen, A; Olle, C; Diemer, MA; Floyd, A; Tan, RPB; Wan, D',\n",
       " 'Talanquer, V; Pollard, J',\n",
       " 'Hand, S; Rice, L; Greenlee, E',\n",
       " \"Dennin, M; Schultz, ZD; Feig, A; Finkelstein, N; Greenhoot, AF; Hildreth, M; Leibovich, AK; Martin, JD; Moldwin, MB; O'Dowd, DK; Posey, LA; Smith, TL; Miller, ER\",\n",
       " 'Bazelais, P; Doleck, T; Lemay, DJ',\n",
       " 'Kadota, K',\n",
       " 'Belland, BR; Walker, AE; Kim, NJ',\n",
       " 'Sit, SM; Brudzinski, MR',\n",
       " 'Miller, BAK',\n",
       " 'Wolfmeyer, M; Lupinacci, J; Chesky, N',\n",
       " 'McGee, E; Bentley, L',\n",
       " 'Martin-Ramos, P; Lopes, MJ; da Silva, MML; Gomes, PEB; da Silva, PSP; Domingues, JPP; Silva, MR',\n",
       " 'Wolfmeyer, M; Lupinacci, J',\n",
       " \"Cole, P; O'Riley, P\",\n",
       " 'Enlow, JL; Marin, DM; Walter, MG',\n",
       " 'Ziaeefard, S; Miller, MH; Rastgaar, M; Mahmoudian, N',\n",
       " 'Gilligan, KA; Flouri, E; Farran, EK',\n",
       " 'Zellmer, AJ; Sherman, A',\n",
       " 'Aslan-Tutak, F; Akaygun, S; Tezsezen, S',\n",
       " 'Balakrishnan, B; Azman, MNA',\n",
       " 'Lantz, C; Dede, C',\n",
       " 'Sublett, C; Gottfried, MA',\n",
       " 'Asik, G; Kucuk, ZD; Helvaci, B; Corlu, MS',\n",
       " 'Zhou, YS; Fan, XT; Wei, XX; Tai, RH',\n",
       " 'Hoskins, SG; Gottesman, AJ; Kenyon, KL',\n",
       " 'Gagnier, KM; Atit, K; Ormand, CJ; Shipley, TF',\n",
       " 'Nelson, BC; Bowman, C; Bowman, J',\n",
       " 'Boyce, AS',\n",
       " 'Gasman, M; Nguyen, TH; Samayoa, AC; Corral, D',\n",
       " 'Outlay, CN; Platt, AJ; Conroy, K',\n",
       " 'Hudley, AHC; Mallinson, C',\n",
       " 'Pellas, N; Kazanidis, I; Konstantinou, N; Georgiou, G',\n",
       " 'Havran, JC; Stowe, KA; Blanchard, TA; Kandl, KL; Kimball, ME; Richter, SC; Swain, HM; Lohrer, FE; Angell, DD; Terhune, TM',\n",
       " 'Robert, J; Carlsen, WS',\n",
       " 'Means, B; Wang, HW; Wei, X; Lynch, S; Peters, V; Young, V; Allen, C',\n",
       " 'Anderson, KL; Kaden, U; Druckenmiller, PS; Fowell, S; Spangler, MA; Huettmann, F; Ickert-Bond, SM',\n",
       " 'Stipanovic, N; Woo, H',\n",
       " 'Aragon, OR; Dovidio, JF; Graham, MJ',\n",
       " 'Park, MH; Dimitrov, DM; Patterson, LG; Park, DY',\n",
       " 'Leshner, A',\n",
       " 'Yuen, P; Lau, CMD; Yen, E',\n",
       " 'Asghar, A; Sladeczek, IE; Mercier, J; Beaudoin, E',\n",
       " 'Hubbs, NB; Parent, KN; Stoltzfus, JR',\n",
       " 'Choi, GY; Behm-Morawitz, E',\n",
       " 'Seel, NM',\n",
       " 'Jensen, JL; Neeley, S; Hatch, JB; Piorczynski, T',\n",
       " 'Stanford, C; Cole, R; Froyd, J; Henderson, C; Friedrichsen, D; Khatri, R',\n",
       " 'Budinski, N',\n",
       " 'Bicer, A; Capraro, RM; Capraro, MM',\n",
       " 'Dolan, EL',\n",
       " 'Castellanos, J; Haya, PA; Urquiza-Fuentes, J',\n",
       " 'Henderson, C; Connolly, M; Dolan, EL; Finkelstein, N; Franklin, S; Malcom, S; Rasmussen, C; Redd, K; St John, K',\n",
       " 'Dennehy, TC; Dasgupta, N',\n",
       " 'Banerjee, PA',\n",
       " 'Audette, MA; Jovanovic, VM; Bilgen, O; Arcaute, K; Dean, AW',\n",
       " 'EL-Deghaidy, H; Mansour, N; Alzaghibi, M; Alhammad, K',\n",
       " 'Gasman, M; Nguyen, TH; Conrad, CF; Lundberg, T; Commodore, F',\n",
       " 'Wagner, TP; McCormick, K; Martinez, DM',\n",
       " 'Kopcha, TJ; McGregor, J; Shin, S; Qian, Y; Choi, J; Hill, R; Mativo, J; Choi, I',\n",
       " 'Banerjee, PA',\n",
       " 'Ertl, B; Luttenberger, S; Paechter, M',\n",
       " 'Shahali, EHM; Halim, L; Rasul, MS; Osman, K; Zulkifeli, MA',\n",
       " 'van der Wal, NJ; Bakker, A; Drijvers, P',\n",
       " 'Larson, RC; Murray, ME',\n",
       " 'Abdullah, Z; Shukor, NA',\n",
       " 'Malik, NA',\n",
       " 'English, LD',\n",
       " 'Geist, M; Steinbach, T',\n",
       " 'Hu, DL; Lefton, L; Ludovice, PJ',\n",
       " 'Perez-Felkneri, L; Nix, S; Thomas, K',\n",
       " 'Bell, J',\n",
       " 'Boleware, M; Sharma, A; Wiggins, J',\n",
       " 'Fakayode, S; Tinsley, J; Abiera, VS; Mehta, D; Smith, J; Whitehead, N; Elzey, B; Appah, E',\n",
       " 'Malachowski, M; Karukstis, K; Osborn, J; Ambos, E',\n",
       " 'Samudio, B; Lakkis, H; Nicholas, A; Billings, C; Abbott, F; Idrovo, J; Schaffer, J; Mergens, L; Lozancich, M; Kim, P; Yamanishi, T; Kirkevold, T; Lakkis, Y',\n",
       " 'Kumar, V; Sharma, D',\n",
       " 'Tekerek, M; Tekerek, B',\n",
       " 'Han, S',\n",
       " 'Karam, R; Pane, JF; Griffin, BA; Robyn, A; Phillips, A; Daugherty, L',\n",
       " 'Benjamin, TE; Marks, B; Demetrikopoulos, MK; Rose, J; Pollard, E; Thomas, A; Muldrow, LL',\n",
       " 'Cramer, JM; Hamilton, PT',\n",
       " 'Belland, BR; Walker, AE; Kim, NJ; Lefler, M',\n",
       " 'Zhurakovsky, VM; Baryshnikova, MY; Vorov, AB',\n",
       " 'Yee, SP',\n",
       " 'Radloff, J; Guzey, S',\n",
       " 'Blackley, S; Sheffield, R; Maynard, N; Koul, R; Walker, R',\n",
       " 'Frederich, M; Flefel, I; Roese, U; Bymers, L; Zeeman, S',\n",
       " 'Thomas, VG; Parsons, BA',\n",
       " 'Hains-Wesson, R; Young, K',\n",
       " 'Peng, C; Cao, LZ; Timalsena, S',\n",
       " 'Guloy, S; Salimi, F; Cukierman, D; Thompson, DM',\n",
       " 'Barnes, ME; Truong, JM; Brownell, SE',\n",
       " 'Resnick, I; Davatzes, A; Newcombe, NS; Shipley, TF',\n",
       " 'Gamse, BC; Martinez, A; Bozzi, L',\n",
       " 'Salami, MK; Makela, CJ; de Miranda, MA',\n",
       " 'McGarr, O; Lynch, R',\n",
       " 'Thurston, LP; Shuman, C; Middendorf, BJ; Johnson, C',\n",
       " 'Gerber, LC; Calasanz-Kaiser, A; Hyman, L; Voitiuk, K; Patil, U; Riedel-Kruse, IH',\n",
       " 'Hoeg, DG; Bencze, JL',\n",
       " 'Lee, A',\n",
       " 'Kutzner, M; Pearson, B',\n",
       " 'Manduca, CA; Iverson, ER; Luxenberg, M; Macdonald, RH; McConnell, DA; Mogk, DW; Tewksbury, BJ',\n",
       " 'Bodycombe, D',\n",
       " 'Daniels, G',\n",
       " 'Boyd, M; Tian, SY',\n",
       " 'Foley, AE; Herts, JB; Borgonovi, F; Guerriero, S; Levine, SC; Beilock, SL',\n",
       " 'Smyrnova-Trybulska, E; Morze, N; Kommers, P; Zuziak, W; Gladun, M',\n",
       " 'Berland, LK; Steingut, R',\n",
       " 'Shernoff, DJ; Sinha, S; Bressler, DM; Ginsburg, L',\n",
       " 'Itzek-Greulich, H; Vollmer, C',\n",
       " 'Ring, EA; Dare, EA; Crotty, EA; Roehrig, GH',\n",
       " 'Letnikova, G; Xu, N',\n",
       " 'Belardo, C; Burrows, AC; Dambekalns, L',\n",
       " 'Chittum, JR; Jones, BD; Akalin, S; Schram, AB',\n",
       " 'Duodu, E; Noble, J; Yusuf, Y; Garay, C; Bean, C',\n",
       " 'Estapa, AT; Tank, KM',\n",
       " 'Herro, D; Quigley, C; Andrews, J; Delacruz, G',\n",
       " 'Hora, MT; Oleson, AK',\n",
       " 'Khatri, R; Henderson, C; Cole, R; Froyd, JE; Friedrichsen, D; Stanford, C',\n",
       " 'Landrum, RE; Viskupic, K; Shadle, SE; Bullock, D',\n",
       " 'McConnell, III',\n",
       " 'McFadden, JR; Roehrig, GH',\n",
       " 'Shadle, SE; Marker, A; Earl, B',\n",
       " 'Burte, H; Gardony, AL; Hutton, A; Taylor, HA',\n",
       " 'Nathan, MJ; Walkington, C',\n",
       " 'Resnick, I; Davatzes, A; Newcombe, NS; Shipley, TF',\n",
       " 'Simpson, TW; Williams, CB; Hripko, M',\n",
       " 'Campbell, C; Rolls, J',\n",
       " 'Linvill, DL; Cranmer, GA',\n",
       " 'Sheffield, R; Koul, R; Blackley, S; Maynard, N',\n",
       " 'Fitzallen, N; Brown, NR',\n",
       " 'Riley, D',\n",
       " 'Carter, L',\n",
       " 'Stryzhak, OY; Slipukhina, IA; Polikhun, NI; Chernetckiy, IS',\n",
       " 'Bell, D; Wooff, D; McLain, M; Morrison-Love, D',\n",
       " 'Buxton, C; Harper, S; Payne, YD; Allexsaht-Snider, M',\n",
       " 'Bullock, EC',\n",
       " 'Won, SGL; Evans, MA; Huang, LX',\n",
       " 'Casas, Y; Blanco-Blanco, A',\n",
       " 'Redman, C',\n",
       " 'Kordaki, M; Berdousis, I',\n",
       " 'Nemorin, S; Selwyn, N',\n",
       " 'Sengupta, P; Shanahan, MC',\n",
       " 'Musah, RA; Ford, M',\n",
       " 'Fisher, DR; Bagiati, A; Sarma, S',\n",
       " 'Hernandez, PR; Estrada, M; Woodcock, A; Schultz, PW',\n",
       " 'Wang, XL; Sun, N; Lee, SY; Wagner, B',\n",
       " 'Hansen-Thomas, H; Langman, J',\n",
       " 'Pearson, G',\n",
       " 'Cavlazoglu, B; Stuessy, C',\n",
       " 'Schnittka, C',\n",
       " 'Kimmel, H; Hirsch, L; Burr-Alexander, L; Rockland, R',\n",
       " 'Vidic, AD',\n",
       " 'Dana-Picard, T; Zeitoun, D',\n",
       " 'Smith, E; White, P',\n",
       " ...]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# F-1 （勿改动，执行即可） 请先观察AU_list后再做题\n",
    "AU_list = df.AU.tolist()\n",
    "AU_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: ['Han, XY', ' Stocking, G', ' Gebbie, MA', ' Appelbaum, RP'],\n",
       " 1: ['De Castell, S', ' Larios, H', ' Jenson, J', ' Smith, DH'],\n",
       " 2: ['Putansu, SR'],\n",
       " 3: ['Cira, NJ',\n",
       "  ' Chung, AM',\n",
       "  ' Denisin, AK',\n",
       "  ' Rensi, S',\n",
       "  ' Sanchez, GN',\n",
       "  ' Quake, SR',\n",
       "  ' Riedel-Kruse, IH'],\n",
       " 4: ['Komoroske, LM',\n",
       "  ' Hameed, SO',\n",
       "  ' Szoboszlai, AI',\n",
       "  ' Newsom, AJ',\n",
       "  ' Williams, SL'],\n",
       " 5: ['Bystydzienski, JM', ' Eisenhart, M', ' Bruning, M'],\n",
       " 6: ['Lamb, R', ' Akmal, T', ' Petrie, K'],\n",
       " 7: ['Su, R', ' Rounds, J'],\n",
       " 8: ['Miller, DI', ' Wai, J'],\n",
       " 9: ['Yee, K'],\n",
       " 10: ['Adedokun, OA', ' Liu, J', ' Parker, LC', ' Burgess, W'],\n",
       " 11: ['Hestenes, D'],\n",
       " 12: ['Han, S', ' Yalvac, B', ' Capraro, MM', ' Capraro, RM'],\n",
       " 13: ['Rozek, CS',\n",
       "  ' Hyde, JS',\n",
       "  ' Svoboda, RC',\n",
       "  ' Hulleman, CS',\n",
       "  ' Harackiewicz, JM'],\n",
       " 14: ['Milner, AR'],\n",
       " 15: ['Hieb, JL', ' Lyle, KB', ' Ralston, PAS', ' Chariker, J'],\n",
       " 16: ['Pietsch, RB', ' Bohland, CL', ' Schmale, DG'],\n",
       " 17: ['Chang, SH', ' Ku, AC', ' Yu, LC', ' Wu, TC', ' Kuo, BC'],\n",
       " 18: ['Whannell, R', ' Tobias, S'],\n",
       " 19: ['Cantero, JD', ' Saorin, JL', ' Melian, D', ' Meier, C'],\n",
       " 20: ['Huang, PH', ' Chiu, MC', ' Hwang, SL', ' Wang, JL'],\n",
       " 21: ['Rogers, M', ' Pfaff, T', ' Hamilton, J', ' Erkan, A'],\n",
       " 22: ['Shahali, EHM',\n",
       "  ' Halim, L',\n",
       "  ' Rasul, S',\n",
       "  ' Osman, K',\n",
       "  ' Ikhsan, Z',\n",
       "  ' Rahim, F'],\n",
       " 23: ['Belland, BR', ' Walker, AE', ' Olsen, MW', ' Leary, H'],\n",
       " 24: ['Xie, Y', ' Fang, M', ' Shauman, K'],\n",
       " 25: ['Hudson, P', ' English, LD', ' Dawes, L', ' King, D', ' Baker, S'],\n",
       " 26: ['Goldfien, AC', ' Badway, NN'],\n",
       " 27: ['Thomas, AS', ' Bonner, SM', ' Everson, HT', ' Somers, JA'],\n",
       " 28: ['Karahan, E', ' Canbazoglu Bilici, S', ' Unal, A'],\n",
       " 29: ['Erdogan, N', ' Stuessy, CL'],\n",
       " 30: ['Bursztyn, N',\n",
       "  ' Pederson, J',\n",
       "  ' Shelton, B',\n",
       "  ' Walker, A',\n",
       "  ' Campbell, T'],\n",
       " 31: ['Vate-U-Lan, P'],\n",
       " 32: ['Bagiati, A',\n",
       "  ' Yoon, SY',\n",
       "  ' Evangelou, D',\n",
       "  ' Magana, A',\n",
       "  ' Kaloustian, G',\n",
       "  ' Zhu, JB'],\n",
       " 33: ['English, LD', ' King, DT'],\n",
       " 34: ['Li, S', ' Ernst, JV', ' Williams, TO'],\n",
       " 35: ['Mulqueeny, K', ' Kostyuk, V', ' Baker, RS', ' Ocumpaugh, J'],\n",
       " 36: ['Lee, YJ', ' Anderson, E', ' Bronstein, L'],\n",
       " 37: ['Dutta, A',\n",
       "  ' Kang, HJ',\n",
       "  ' Kaya, C',\n",
       "  ' Benton, SF',\n",
       "  ' Sharp, SE',\n",
       "  ' Chan, F',\n",
       "  ' Cardoso, ED',\n",
       "  ' Kundu, M'],\n",
       " 38: ['Hawley, CE', ' Cardoso, E', ' McMahon, BT'],\n",
       " 39: ['Anderson, MK', ' Tenenbaum, LS', ' Ramadorai, SB', ' Yourick, DL'],\n",
       " 40: ['Cook, G'],\n",
       " 41: ['Arrieta, D', ' Kern, J'],\n",
       " 42: ['Borowczak, M'],\n",
       " 43: ['Poland, S', ' Plevyak, L'],\n",
       " 44: ['Howe, C',\n",
       "  ' Luthman, S',\n",
       "  ' Ruthven, K',\n",
       "  ' Mercer, N',\n",
       "  ' Hofmann, R',\n",
       "  ' Ilie, S',\n",
       "  ' Guardia, P'],\n",
       " 45: ['Wasserman, NH', ' Rossi, D'],\n",
       " 46: ['Gonzales, AN',\n",
       "  ' Van Tuyl, L',\n",
       "  ' Martinez, B',\n",
       "  ' Hasper, E',\n",
       "  ' Hedgpeth, T',\n",
       "  ' Windhorst, RA',\n",
       "  ' Baluch, DP'],\n",
       " 47: ['Byars-Winston, A'],\n",
       " 48: ['Suchman, EL'],\n",
       " 49: ['Micari, M', ' Pazos, P'],\n",
       " 50: ['Dabney, KP', ' Tai, RH'],\n",
       " 51: ['Fakayode, SO', ' Pollard, DA', ' Snipes, VT', ' Atkinson, A'],\n",
       " 52: ['Rushton, GT',\n",
       "  ' Ray, HE',\n",
       "  ' Criswell, BA',\n",
       "  ' Polizzi, SJ',\n",
       "  ' Bearss, CJ',\n",
       "  ' Levelsmier, N',\n",
       "  ' Chhita, H',\n",
       "  ' Kirchhoff, M'],\n",
       " 53: ['nan'],\n",
       " 54: ['Evans, MA', ' Lopez, M', ' Maddox, D', ' Drape, T', ' Duke, R'],\n",
       " 55: ['Winters, JV'],\n",
       " 56: ['Rogers-Chapman, MF'],\n",
       " 57: ['Berk, LJ',\n",
       "  ' Muret-Wagstaff, SL',\n",
       "  ' Goyal, R',\n",
       "  ' Joyal, JA',\n",
       "  ' Gordon, JA',\n",
       "  ' Faux, R',\n",
       "  ' Oriol, NE'],\n",
       " 58: ['Cole, R', ' Stanford, C', ' Froyd, J', ' Khatri, R', ' Henderson, C'],\n",
       " 59: ['Deards, KD', ' Burks, R'],\n",
       " 60: ['Warner, IM',\n",
       "  ' Crawford, M',\n",
       "  ' Wilson, Z',\n",
       "  ' Pang, SS',\n",
       "  ' Wright, A',\n",
       "  ' Li, GQ',\n",
       "  ' Thomas, G'],\n",
       " 61: ['Gulwani, S'],\n",
       " 62: ['Supalo, CA', ' Hill, AA', ' Larrick, CG'],\n",
       " 63: ['Roberts, K'],\n",
       " 64: ['Bamberger, YM'],\n",
       " 65: ['[Anonymous]'],\n",
       " 66: ['Talanquer, V'],\n",
       " 67: ['Nelatury, SR'],\n",
       " 68: ['Brown, AS'],\n",
       " 69: ['Bragg, DD', ' Taylor, JL'],\n",
       " 70: ['Allen-Ramdial, SAA', ' Campbell, AG'],\n",
       " 71: ['Cohen, CA', ' Hegarty, M'],\n",
       " 72: ['Lin, PC', ' Hou, HT', ' Wu, SY', ' Chang, KE'],\n",
       " 73: ['Chen, CF', ' Tomsovic, K', ' Aydeniz, M'],\n",
       " 74: ['Smith, JL', ' Cech, E', ' Metz, A', ' Huntoon, M', ' Moyer, C'],\n",
       " 75: ['[Anonymous]'],\n",
       " 76: ['Freeman, S',\n",
       "  ' Eddy, SL',\n",
       "  ' McDonough, M',\n",
       "  ' Smith, MK',\n",
       "  ' Okoroafor, N',\n",
       "  ' Jordt, H',\n",
       "  ' Wenderoth, MP'],\n",
       " 77: ['Bahri, NM', ' Suryawati, E', ' Osman, K'],\n",
       " 78: ['Fadzil, HM', ' Saat, RM'],\n",
       " 79: ['Meng, CC', ' Idris, N', ' Eu, LK'],\n",
       " 80: ['Osman, K', ' Saat, RM'],\n",
       " 81: ['Jayarajah, K', ' Saat, RM', ' Rauf, RAA'],\n",
       " 82: ['Dickerson, DL',\n",
       "  ' Eckhoff, A',\n",
       "  ' Stewart, CO',\n",
       "  ' Chappell, S',\n",
       "  ' Hathcock, S'],\n",
       " 83: ['Cwikla, J', ' Milroy, S', ' Reider, D', ' Skelton, T'],\n",
       " 84: ['Fakayode, SO',\n",
       "  ' Yakubu, M',\n",
       "  ' Adeyeye, OM',\n",
       "  ' Pollard, DA',\n",
       "  ' Mohammed, AK'],\n",
       " 85: ['Lester, JC',\n",
       "  ' Spires, HA',\n",
       "  ' Nietfeld, JL',\n",
       "  ' Minogue, J',\n",
       "  ' Mott, BW',\n",
       "  ' Lobene, EV'],\n",
       " 86: ['Janelle, DG', ' Hegarty, M', ' Newcombe, NS'],\n",
       " 87: ['Besterfield-Sacre, M',\n",
       "  ' Cox, MF',\n",
       "  ' Borrego, M',\n",
       "  ' Beddoes, K',\n",
       "  ' Zhu, JB'],\n",
       " 88: ['Borrego, M', ' Henderson, C'],\n",
       " 89: ['Vercellotti, S', ' Vercellotti, J'],\n",
       " 90: ['Fakayode, SO', ' Pollard, DA', ' Snipes, VT', ' Atkinson, A'],\n",
       " 91: ['Kisiel, JF'],\n",
       " 92: ['Theobald, R', ' Freeman, S'],\n",
       " 93: ['Saxton, E',\n",
       "  ' Burns, R',\n",
       "  ' Holveck, S',\n",
       "  ' Kelley, S',\n",
       "  ' Prince, D',\n",
       "  ' Rigelman, N',\n",
       "  ' Skinner, EA'],\n",
       " 94: ['Muindi, F', ' Guha, M'],\n",
       " 95: ['Barker, BS', ' Nugent, G', ' Grandgenett, NF'],\n",
       " 96: ['Hernandez, PR',\n",
       "  ' Bodin, R',\n",
       "  ' Elliott, JW',\n",
       "  ' Ibrahim, B',\n",
       "  ' Rambo-Hernandez, KE',\n",
       "  ' Chen, TW',\n",
       "  ' de Miranda, MA'],\n",
       " 97: ['Sahin, A', ' Ayar, MC', ' Adiguzel, T'],\n",
       " 98: ['Adamuti-Trache, M', ' Sweet, R'],\n",
       " 99: ['Donovan, BM', ' Mateos, DM', ' Osborne, JF', ' Bisaccio, DJ'],\n",
       " 100: ['Nicholls, GM', ' Wolfe, H', ' Besterfield-Sacre, M', ' Shuman, LJ'],\n",
       " 101: ['Corlu, MS', ' Capraro, RM', ' Capraro, MM'],\n",
       " 102: ['Talaue, FT'],\n",
       " 103: ['Bissaker, K'],\n",
       " 104: ['nan'],\n",
       " 105: ['Assefa, SG', ' Rorissa, A'],\n",
       " 106: ['MacPhee, D', ' Farro, S', ' Canetto, SS'],\n",
       " 107: ['Merolla, DM', ' Serpe, RT'],\n",
       " 108: ['Wang, MT', ' Degol, J'],\n",
       " 109: ['Doyle, KMH', ' Vale, RD'],\n",
       " 110: ['Taylor, HA', ' Hutton, A'],\n",
       " 111: ['Uttal, DH', ' Miller, DI', ' Newcombe, NS'],\n",
       " 112: ['Hughes, RM', ' Nzekwe, B', ' Molyneaux, KJ'],\n",
       " 113: ['Towns, M', ' Thompson, J', ' Christensen, W', ' Rasmussen, C'],\n",
       " 114: ['Else-Quest, NM', ' Mineo, CC', ' Higgins, A'],\n",
       " 115: ['Corlu, MS'],\n",
       " 116: [\"D'Avanzo, C\"],\n",
       " 117: ['Wang, XL'],\n",
       " 118: ['Miller, DI', ' Halpern, DF'],\n",
       " 119: ['McCright, AM',\n",
       "  \" O'Shea, BW\",\n",
       "  ' Sweeder, RD',\n",
       "  ' Urquhart, GR',\n",
       "  ' Zeleke, A'],\n",
       " 120: ['Borrego, M',\n",
       "  ' Cutler, S',\n",
       "  ' Prince, M',\n",
       "  ' Henderson, C',\n",
       "  ' Froyd, JE'],\n",
       " 121: ['Mervis, J'],\n",
       " 122: ['Malakoff, D', ' Mervis, J'],\n",
       " 123: ['Ampaw, F', ' Partlo, M'],\n",
       " 124: ['Eseryel, D', ' Ifenthaler, D', ' Ge, X'],\n",
       " 125: ['Stewart, G'],\n",
       " 126: ['Malakoff, D', ' Mervis, J'],\n",
       " 127: ['Anderson, MA', ' Giordano, J'],\n",
       " 128: ['Mervis, J'],\n",
       " 129: ['Gandhi, E', ' Orgill, M', ' Schrader, PG'],\n",
       " 130: ['Kukreti, AR', ' Maltbie, CV'],\n",
       " 131: ['Tower, R'],\n",
       " 132: ['Bakhiet, R', ' Carcia, T', ' Alvarez, R'],\n",
       " 133: ['Dutnall, RN', ' Banner, V', ' Booker, A', ' Vizzo, E', ' Kane, C'],\n",
       " 134: ['Krogh, LB', ' Andersen, HM'],\n",
       " 135: ['Ryan, MS', ' White, JW'],\n",
       " 136: ['[Anonymous]'],\n",
       " 137: ['Nag, S', ' Katz, JG', ' Saenz-Otero, A'],\n",
       " 138: ['McLurkin, J', ' Rykowski, J', ' John, M', ' Kaseman, Q', ' Lynch, AJ'],\n",
       " 139: ['Tseng, KH', ' Chang, CC', ' Lou, SJ', ' Chen, WP'],\n",
       " 140: ['Nadelson, LS',\n",
       "  ' Callahan, J',\n",
       "  ' Pyke, P',\n",
       "  ' Hay, A',\n",
       "  ' Dance, M',\n",
       "  ' Pfiester, J'],\n",
       " 141: ['Blustein, DL',\n",
       "  ' Barnett, M',\n",
       "  ' Mark, S',\n",
       "  ' Depot, M',\n",
       "  ' Lovering, M',\n",
       "  ' Lee, Y',\n",
       "  ' Hu, Q',\n",
       "  ' Kim, J',\n",
       "  ' Backus, F',\n",
       "  ' Dillon-Lieberman, K',\n",
       "  ' DeBay, D'],\n",
       " 142: ['Geisinger, BN', ' Raman, DR'],\n",
       " 143: ['Engberg, ME', ' Wolniak, GC'],\n",
       " 144: ['Andree, M', ' Hansson, L'],\n",
       " 145: ['Hudson, P', ' English, LD', ' Dawes, L'],\n",
       " 146: ['Martinez, E', ' Lindline, J', ' Petronis, MS', ' Pilotti, M'],\n",
       " 147: ['Banning, J', ' Folkestad, JE'],\n",
       " 148: ['Cohen, CA', ' Hegarty, M'],\n",
       " 149: ['Carmen, C'],\n",
       " 150: ['Hudson, P', ' English, LD', ' Dawes, L', ' Macri, J'],\n",
       " 151: ['Ashe, CA',\n",
       "  ' Yaron, DJ',\n",
       "  ' Carter, WC',\n",
       "  ' Chase, C',\n",
       "  ' Adamson, D',\n",
       "  ' Bartolo, L'],\n",
       " 152: ['Cooper, MM'],\n",
       " 153: ['Cooper, MM'],\n",
       " 154: ['Brickman, P',\n",
       "  ' Gormally, C',\n",
       "  ' Francom, G',\n",
       "  ' Jardelezz, SE',\n",
       "  ' Schutte, VGW',\n",
       "  ' Jordan, C',\n",
       "  ' Kanizay, L'],\n",
       " 155: ['Vazquez, AV',\n",
       "  ' McLoughlin, K',\n",
       "  ' Sabbagh, M',\n",
       "  ' Runkle, AC',\n",
       "  ' Simon, J',\n",
       "  ' Coppola, BP',\n",
       "  ' Pazicni, S'],\n",
       " 156: ['Carr, RL', ' Bennett, LD', ' Strobel, J'],\n",
       " 157: ['[Anonymous]'],\n",
       " 158: ['Yu, CH', ' DiGangi, S', ' Jannasch-Pennell, A'],\n",
       " 159: ['Cheville, RA'],\n",
       " 160: ['Subramaniam, MM', ' Ahn, J', ' Fleischmann, KR', ' Druin, A'],\n",
       " 161: ['Tate, WF', ' Jones, BD', ' Thorne-Wallington, E', ' Hogrebe, MC'],\n",
       " 162: ['Schmidt, CD', ' Hardinge, GB', ' Rokutani, LJ'],\n",
       " 163: ['Meyers, KL', ' Goodrich, V', ' Brockman, J'],\n",
       " 164: ['Merwade, V', ' Ruddell, BL'],\n",
       " 165: ['Sjaastad, J'],\n",
       " 166: ['Uttal, DH', ' Cohen, CA'],\n",
       " 167: ['Fairburn, SM'],\n",
       " 168: ['Henderson, C', ' Beach, A', ' Finkelstein, N'],\n",
       " 169: ['Matthews, ME', ' Riga, AT'],\n",
       " 170: ['Greenseid, LO', ' Lawrenz, F'],\n",
       " 171: ['Rule, G', ' Kessler, A', ' Goodman, A', ' Bajzek, D'],\n",
       " 172: ['Malcom, LE', ' Malcom, SM'],\n",
       " 173: ['Myers, CB', ' Pavel, DM'],\n",
       " 174: ['Capobianco, BM', ' Diefes-Dux, HA', ' Mena, I', ' Weller, J'],\n",
       " 175: ['Kaufman, SEE'],\n",
       " 176: ['Eseryel, D', ' Ge, X', ' Ifenthaler, D', ' Law, V'],\n",
       " 177: ['Washington, MY'],\n",
       " 178: ['Lopez, E',\n",
       "  ' Kim, J',\n",
       "  ' Nandagopal, K',\n",
       "  ' Cardin, N',\n",
       "  ' Shavelson, RJ',\n",
       "  ' Penn, JH'],\n",
       " 179: ['Woodard, LJ',\n",
       "  ' Wilson, JS',\n",
       "  ' Blankenship, J',\n",
       "  ' Quock, RM',\n",
       "  ' Lindsey, M',\n",
       "  ' Kinsler, JJ'],\n",
       " 180: ['Smith, E'],\n",
       " 181: ['English, LD', ' Hudson, P', ' Dawes, L'],\n",
       " 182: ['Aslin, BA'],\n",
       " 183: ['Denker, SP', ' Lindburg, L', ' Maderis, G'],\n",
       " 184: ['Bybee, RW'],\n",
       " 185: ['Foster, KM',\n",
       "  ' Bergin, KB',\n",
       "  ' McKenna, AF',\n",
       "  ' Millard, DL',\n",
       "  ' Perez, LC',\n",
       "  ' Prival, JT',\n",
       "  ' Rainey, DY',\n",
       "  ' Sevian, HM',\n",
       "  ' VanderPutten, EA',\n",
       "  ' Hamos, JE'],\n",
       " 186: ['Nicholls, GM', ' Wolfe, H', ' Besterfield-Sacre, M', ' Shuman, LJ'],\n",
       " 187: ['Wadsworth, J'],\n",
       " 188: ['Kaufman, T'],\n",
       " 189: ['Wadsworth, J'],\n",
       " 190: ['Mervis, J'],\n",
       " 191: ['Riechert, SE', ' Post, BK'],\n",
       " 192: ['Pazos, P', ' Micari, M', ' Light, G'],\n",
       " 193: ['Hopkinson, P', ' James, P'],\n",
       " 194: ['Mervis, J'],\n",
       " 195: ['Stubbs, KN', ' Yanco, HA'],\n",
       " 196: ['Mervis, J'],\n",
       " 197: ['Labov, JB',\n",
       "  ' Singer, SR',\n",
       "  ' George, MD',\n",
       "  ' Schweingruber, HA',\n",
       "  ' Hilton, ML'],\n",
       " 198: ['Cantrell, P', ' Ewing-Taylor, J'],\n",
       " 199: ['Mervis, J'],\n",
       " 200: ['Landers, J'],\n",
       " 201: ['Wofford, J'],\n",
       " 202: ['Mayo, MJ'],\n",
       " 203: ['Amato-Henderson, S', ' Lehman, JB', ' Cattelino, P'],\n",
       " 204: ['Depristo, A'],\n",
       " 205: ['[Anonymous]'],\n",
       " 206: ['Narum, JL'],\n",
       " 207: ['Zappas, KR'],\n",
       " 208: ['[Anonymous]'],\n",
       " 209: ['Mervis, J', ' Summers, M', ' Mervis, J', ' Pfirman, S'],\n",
       " 210: ['Yoksh, RE'],\n",
       " 211: ['Bhattacharjee, Y'],\n",
       " 212: ['Nicholls, GM',\n",
       "  ' Wolfe, H',\n",
       "  ' Besterfield-Sacre, M',\n",
       "  ' Shuman, LJ',\n",
       "  ' Larpkiattaworn, S'],\n",
       " 213: ['Strozak, VS'],\n",
       " 214: ['Porter, AL', ' Roessner, JD', ' Oliver, S', ' Johnson, D'],\n",
       " 215: ['van Langen, A', ' Dekkers, H'],\n",
       " 216: ['Martin, LMW'],\n",
       " 217: ['Wise, JC', ' Lee, SH', ' Litzinger, T', ' Marra, RM', ' Palmer, B'],\n",
       " 218: ['Khan, AM', \" D'Arcy, CE\", ' Olimpo, JT'],\n",
       " 219: [\"D'Alessio, M\", ' Rushing, G', ' Gray, TL'],\n",
       " 220: ['Henry, MA',\n",
       "  ' Shorter, S',\n",
       "  ' Charkoudian, LK',\n",
       "  ' Heemstra, JM',\n",
       "  ' Le, B',\n",
       "  ' Corwin, LA'],\n",
       " 221: ['Vinje, H', ' Brovold, H', ' Almoy, T', ' Froslie, KF', ' Saebo, S'],\n",
       " 222: ['Bacovic, M', ' Andrijasevic, Z', ' Pejovic, B'],\n",
       " 223: ['Lin, CH', ' Yu, CC', ' Shih, PK', ' Wu, LY'],\n",
       " 224: ['Sumen, OO', ' Calisici, H'],\n",
       " 225: ['Capobianco, BM', ' Radloff, J', ' Clingerman, J'],\n",
       " 226: ['Schellinger, J', ' Jaber, LZ', ' Southerland, SA'],\n",
       " 227: ['Tekdal, M'],\n",
       " 228: ['Huang, YZ', ' Liu, XH'],\n",
       " 229: ['Romero-Ariza, M', ' Quesada, A', ' Abril, AM', ' Cobo, C'],\n",
       " 230: ['Morton, TR'],\n",
       " 231: ['Davila, O', ' Rios, VM'],\n",
       " 232: ['Queiruga-Dios, MA',\n",
       "  ' Lopez-Inesta, E',\n",
       "  ' Diez-Ojeda, M',\n",
       "  ' Saiz-Manzanares, MC',\n",
       "  ' Vazquez-Dorrio, JB'],\n",
       " 233: ['Mulvey, KL',\n",
       "  ' Joy, A',\n",
       "  ' Caslin, M',\n",
       "  ' Orcutt, D',\n",
       "  ' Eseryel, D',\n",
       "  ' Katti, M'],\n",
       " 234: ['Graham, MA'],\n",
       " 235: ['Duan, RJ', ' Walker, GJ', ' Orthia, LA'],\n",
       " 236: ['Skrentny, JD', ' Lewis, K'],\n",
       " 237: ['Jackson, C',\n",
       "  ' Mohr-Schroeder, MJ',\n",
       "  ' Bush, SB',\n",
       "  ' Maiorca, C',\n",
       "  ' Roberts, T',\n",
       "  ' Yost, C',\n",
       "  ' Fowler, A'],\n",
       " 238: ['Reinholz, DL', ' White, I', ' Andrews, T'],\n",
       " 239: ['Ortiz-Revilla, J', ' Greca, IM', ' Meneses-Villagra, JA'],\n",
       " 240: ['Bautista, A'],\n",
       " 241: ['Davies, R', ' Trowsdale, J'],\n",
       " 242: ['Sengupta-Irving, T'],\n",
       " 243: ['Akbuga, E', ' Havan, S'],\n",
       " 244: ['Ari, AG', ' Meco, G'],\n",
       " 245: ['Edwards, B',\n",
       "  ' Edwards, BB',\n",
       "  ' Griffiths, S',\n",
       "  ' Reynolds, FF',\n",
       "  ' Stanford, A',\n",
       "  ' Woods, M'],\n",
       " 246: ['Galino, JR', ' Tanaka, H'],\n",
       " 247: ['Gurbuz, R', ' Calik, M'],\n",
       " 248: ['Krstic, SVM', ' Radulovic, LRM'],\n",
       " 249: ['Fraser, S',\n",
       "  ' Barnes, N',\n",
       "  ' Kilpatrick, S',\n",
       "  ' Guenther, J',\n",
       "  ' Nutton, G'],\n",
       " 250: ['Dou, R', ' Cian, H', ' Espinosa-Suarez, V'],\n",
       " 251: ['Lian, Y', ' Tsang, KK', ' Zhang, Y'],\n",
       " 252: ['Cabell, AL'],\n",
       " 253: ['Ewing, NN'],\n",
       " 254: ['Johnson-Glenberg, MC', ' Bartolomea, H', ' Kalina, E'],\n",
       " 255: ['Turner, A', ' Logan, M', ' Wilks, J'],\n",
       " 256: ['Nakamura, AJ'],\n",
       " 257: ['Tandrayen-Ragoobur, V', ' Gokulsing, D'],\n",
       " 258: ['Tze, VMC', ' Li, JCH', ' Parker, PC'],\n",
       " 259: ['Wieselmann, JR', ' Dare, EA', ' Roehrig, GH', ' Ring-Whalen, EA'],\n",
       " 260: ['Ustu, H', ' Saito, T', ' Tas, AM'],\n",
       " 261: ['Blom, N', ' Abrie, AL'],\n",
       " 262: ['Barger, N', ' Martin, JS', ' Boyle, EK', ' Richmond, M', ' Diogo, R'],\n",
       " 263: ['Luo, T', ' So, WWM', ' Wan, ZH', ' Li, WC'],\n",
       " 264: ['Amoako, S', ' Insaidoo, M'],\n",
       " 265: ['Chung, SK', ' Li, D'],\n",
       " 266: ['Sharma, G'],\n",
       " 267: ['Hamilton, M',\n",
       "  \" O' Dwyer, A\",\n",
       "  ' Leavy, A',\n",
       "  ' Hourigan, M',\n",
       "  ' Carroll, C',\n",
       "  ' Corry, E'],\n",
       " 268: ['Braund, M'],\n",
       " 269: ['Douglass, H', ' Verma, G'],\n",
       " 270: ['Belbase, S',\n",
       "  ' Mainali, BR',\n",
       "  ' Kasemsukpipat, W',\n",
       "  ' Tairab, H',\n",
       "  ' Gochoo, M',\n",
       "  ' Jarrah, A'],\n",
       " 271: ['Gough, A'],\n",
       " 272: ['Cobian, KP', ' Ramos, HV'],\n",
       " 273: ['Lee, DJ'],\n",
       " 274: ['Sulaeman, NF',\n",
       "  ' Putra, PDA',\n",
       "  ' Mineta, I',\n",
       "  ' Hakamada, H',\n",
       "  ' Takahashi, M',\n",
       "  ' Ide, Y',\n",
       "  ' Kumano, Y'],\n",
       " 275: ['Alcaraz-Dominguez, S', ' Barajas, M'],\n",
       " 276: ['Papadakis, S',\n",
       "  ' Vaiopoulou, J',\n",
       "  ' Sifaki, E',\n",
       "  ' Stamovlasis, D',\n",
       "  ' Kalogiannakis, M'],\n",
       " 277: ['Ma, Y'],\n",
       " 278: ['Akdere, M', ' Acheson, K', ' Jiang, YL'],\n",
       " 279: ['Tang, W', ' Djuric, PM'],\n",
       " 280: ['Eickholt, J', ' Johnson, MR', ' Seeling, P'],\n",
       " 281: ['Uret, A', ' Ceylan, R'],\n",
       " 282: ['Ghazzawi, D', ' Pattison, DL', ' Horn, C', ' Hardy, J', ' Brown, B'],\n",
       " 283: ['Lange, AA', ' Nayfeld, I', ' Mano, H', ' Jung, K'],\n",
       " 284: ['Tenhovirta, S',\n",
       "  ' Korhonen, T',\n",
       "  ' Seitamaa-Hakkarainen, P',\n",
       "  ' Hakkarainen, K'],\n",
       " 285: ['Paluri, AR', ' Sonwaney, V'],\n",
       " 286: ['Bilici, SC', ' Kupeli, MA', ' Guzey, SS'],\n",
       " 287: ['Lamb, R', ' Hoston, D', ' Lin, J', ' Firestone, J'],\n",
       " 288: ['Ucgul, M', ' Altiok, S'],\n",
       " 289: ['Ekiz-Kiran, B', ' Aydin-Gunbatar, S'],\n",
       " 290: ['Mwasiaji, E', ' Mambo, S', ' Mse, GS', ' Okumu, J'],\n",
       " 291: ['Moon, J', ' Lee, S', ' Xu, XH'],\n",
       " 292: ['Basaran, M', ' Erol, M'],\n",
       " 293: ['Miller, MD', ' Castillo, G', ' Medoff, N', ' Hardy, A'],\n",
       " 294: ['Pelger, S'],\n",
       " 295: ['Hourigan, M', \" O'Dwyer, A\", ' Leavy, AM', ' Corry, E'],\n",
       " 296: ['Loyalka, P',\n",
       "  ' Liu, OL',\n",
       "  ' Li, GR',\n",
       "  ' Kardanova, E',\n",
       "  ' Chirikov, I',\n",
       "  ' Hu, SF',\n",
       "  ' Yu, NN',\n",
       "  ' Ma, LP',\n",
       "  ' Guo, F',\n",
       "  ' Beteille, T',\n",
       "  ' Tognatta, N',\n",
       "  ' Gu, L',\n",
       "  ' Ling, GM',\n",
       "  ' Federiakin, D',\n",
       "  ' Wang, H',\n",
       "  ' Khanna, S',\n",
       "  ' Bhuradia, A',\n",
       "  ' Shi, ZL',\n",
       "  ' Li, YY'],\n",
       " 297: ['Gross, TJ', ' Li, QX', ' McCarroll, P'],\n",
       " 298: ['Rodriguez, S', ' Pilcher, A', ' Garcia-Tellez, N'],\n",
       " 299: ['McManimon, SK'],\n",
       " 300: ['Anuar, AM', ' Chankseliani, M'],\n",
       " 301: ['Velasco, RCL', ' Hite, R', ' Milbourne, J'],\n",
       " 302: ['Bondaryk, LG', ' Hsi, S', ' Van Doren, S'],\n",
       " 303: ['Brancaccio-Taras, L', ' Mawn, MV', ' Premo, J', ' Ramachandran, R'],\n",
       " 304: ['Holly, M', ' Pirker, J', ' Resch, S', ' Brettschuh, S', ' Gutl, C'],\n",
       " 305: ['Ozer, IE', ' Bilici, SC'],\n",
       " 306: ['Gok, T'],\n",
       " 307: ['Rico, A',\n",
       "  ' Agirre-Basurko, E',\n",
       "  ' Ruiz-Gonzalez, A',\n",
       "  ' Palacios-Agundez, I',\n",
       "  ' Zuazagoitia, D'],\n",
       " 308: ['Lombardi, D', ' Shipley, TF'],\n",
       " 309: ['Arevalo, MJ', ' Cantera, MA', ' Garcia-Marina, V', ' Alves-Castro, M'],\n",
       " 310: ['Razali, F'],\n",
       " 311: ['Fraser, BJ', ' McLure, FI', ' Koul, RB'],\n",
       " 312: ['Micari, M', ' Pazos, P'],\n",
       " 313: ['Hsiao, PW', ' Su, CH'],\n",
       " 314: ['Lee, DH', ' Greer, SE', ' Kuss, MA', ' An, Y', ' Dudley, AT'],\n",
       " 315: ['Andrews, ME', ' Borrego, M', ' Boklage, A'],\n",
       " 316: ['Karahan, E', ' Kara, A', ' Akcay, AO'],\n",
       " 317: ['Cheng, L', ' Antonenko, P', ' Ritzhaupt, AD', ' MacFadden, B'],\n",
       " 318: ['Walker, JT', ' Kafai, YB'],\n",
       " 319: ['Shin, M', ' Lee, JJ', ' Nelson, FP'],\n",
       " 320: ['Yang, XT',\n",
       "  ' Rahimi, S',\n",
       "  ' Shute, V',\n",
       "  ' Kuba, R',\n",
       "  ' Smith, G',\n",
       "  ' Alonso-Fernandez, C'],\n",
       " 321: ['Lindsay, SM'],\n",
       " 322: ['Ng, DTK', ' Chu, SKW'],\n",
       " 323: ['Whitcomb, KM', ' Singh, C'],\n",
       " 324: ['Hansen, KS'],\n",
       " 325: ['Sandrone, S', ' Scott, G', ' Anderson, WJ', ' Musunuru, K'],\n",
       " 326: ['Liu, YH',\n",
       "  ' Rollins, AM',\n",
       "  ' Levenson, RM',\n",
       "  ' Fereidouni, F',\n",
       "  ' Jenkins, MW'],\n",
       " 327: ['Peeters, W'],\n",
       " 328: ['Delahunty, T', ' Kimbell, R'],\n",
       " 329: ['Hachey, AC', ' An, SA', ' Golding, DE'],\n",
       " 330: ['Jackson, A', ' Godwin, A', ' Bartholomew, S', ' Mentzer, N'],\n",
       " 331: ['So, WWM'],\n",
       " 332: ['Rashid, R'],\n",
       " 333: ['Gouvea, JS'],\n",
       " 334: ['Aguilera, D',\n",
       "  ' Lupianez, JL',\n",
       "  ' Vilchez-Gonzalez, JM',\n",
       "  ' Perales-Palacios, FJ'],\n",
       " 335: ['Khamhaengpol, A', ' Sriprom, M', ' Chuamchaitrakool, P'],\n",
       " 336: ['Boice, KL',\n",
       "  ' Jackson, JR',\n",
       "  ' Alemdar, M',\n",
       "  ' Rao, AE',\n",
       "  ' Grossman, S',\n",
       "  ' Usselman, M'],\n",
       " 337: ['Mikhailova, EA',\n",
       "  ' Post, CJ',\n",
       "  ' Schlautman, MA',\n",
       "  ' Xu, LY',\n",
       "  ' Younts, GL'],\n",
       " 338: ['Chondrogiannis, E',\n",
       "  ' Symeonaki, E',\n",
       "  ' Papachristos, D',\n",
       "  ' Loukatos, D',\n",
       "  ' Arvanitis, KG'],\n",
       " 339: ['Adams, EL'],\n",
       " 340: ['White, BA', ' Miles, JR', ' Frantell, KA'],\n",
       " 341: ['Loyalka, P',\n",
       "  ' Liu, OL',\n",
       "  ' Li, GR',\n",
       "  ' Kardanova, E',\n",
       "  ' Chirikov, I',\n",
       "  ' Hu, SF',\n",
       "  ' Yu, NN',\n",
       "  ' Ma, LP',\n",
       "  ' Guo, F',\n",
       "  ' Beteille, T',\n",
       "  ' Tognatta, N',\n",
       "  ' Gu, L',\n",
       "  ' Ling, GM',\n",
       "  ' Federiakin, D',\n",
       "  ' Wang, H',\n",
       "  ' Khanna, S',\n",
       "  ' Bhuradia, A',\n",
       "  ' Shi, ZL',\n",
       "  ' Li, YY'],\n",
       " 342: ['Jones, LCR', ' McDermott, HJ', ' Tyrer, JR', ' Zanker, NP'],\n",
       " 343: ['Schallert, S', ' Lavicza, Z', ' Vandervieren, E'],\n",
       " 344: ['Apkarian, N',\n",
       "  ' Henderson, C',\n",
       "  ' Stains, M',\n",
       "  ' Raker, J',\n",
       "  ' Johnson, E',\n",
       "  ' Dancy, M'],\n",
       " 345: ['Hwang, Y'],\n",
       " 346: ['Garbin, FGD', ' ten Caten, CS', ' Pacheco, DAD'],\n",
       " 347: ['Lachney, M',\n",
       "  ' Eglash, R',\n",
       "  ' Bennett, A',\n",
       "  ' Babbitt, W',\n",
       "  ' Foy, L',\n",
       "  ' Drazin, M',\n",
       "  ' Rich, KM'],\n",
       " 348: ['Price, E',\n",
       "  ' Lau, AC',\n",
       "  ' Goldberg, F',\n",
       "  ' Turpen, C',\n",
       "  ' Smith, PS',\n",
       "  ' Dancy, M',\n",
       "  ' Robinson, S'],\n",
       " 349: ['Ishak, SA', ' Din, R', ' Hasran, UA'],\n",
       " 350: ['Rabin, JM',\n",
       "  ' Burgasser, A',\n",
       "  ' Bussey, TJ',\n",
       "  ' Eggers, J',\n",
       "  ' Lo, SM',\n",
       "  ' Seethaler, S',\n",
       "  ' Stevens, L',\n",
       "  ' Weizman, H'],\n",
       " 351: ['Kwon, H', ' Capraro, RM', ' Capraro, MM'],\n",
       " 352: ['Basu, AC',\n",
       "  ' Hill, AS',\n",
       "  ' Isaacs, AK',\n",
       "  ' Mondoux, MA',\n",
       "  ' Mruczek, REB',\n",
       "  ' Narita, T'],\n",
       " 353: ['Shu, Y', ' Huang, TC'],\n",
       " 354: ['Vater, A',\n",
       "  ' Mayoral, J',\n",
       "  ' Nunez-Castilla, J',\n",
       "  ' Labonte, JW',\n",
       "  ' Briggs, LA',\n",
       "  ' Gray, JJ',\n",
       "  ' Makarevitch, I',\n",
       "  ' Rumjahn, SM',\n",
       "  ' Siegel, JB'],\n",
       " 355: ['Almukhambetova, A', ' Kuzhabekova, A'],\n",
       " 356: ['Ottemo, A', ' Gonsalves, AJ', ' Danielsson, AT'],\n",
       " 357: ['Race, AI', ' De Jesus, M', ' Beltran, RS', ' Zavaleta, ES'],\n",
       " 358: ['Gya, R', ' Bjune, AE'],\n",
       " 359: ['Lissitsa, S', ' Chachashvili-Bolotin, S'],\n",
       " 360: ['Melak, A', ' Singh, S'],\n",
       " 361: ['Sommers, AS', ' Richter-Egger, D', ' Cutucache, CE'],\n",
       " 362: ['Garces, JM',\n",
       "  ' Almagro, CV',\n",
       "  ' Lunghi, G',\n",
       "  ' Di Castro, M',\n",
       "  ' Buonocore, LR',\n",
       "  ' Prades, RM',\n",
       "  ' Masi, A'],\n",
       " 363: ['Yusof, YM', ' Ayob, A', ' Saad, MHM'],\n",
       " 364: ['Rahman, SMM'],\n",
       " 365: ['Araya, R', ' Collanqui, P'],\n",
       " 366: ['Yllana-Prieto, F', ' Jeong, JS', ' Gonzalez-Gomez, D'],\n",
       " 367: ['Ruiz-Sarmiento, JR', ' Baltanas, SF', ' Gonzalez-Jimenez, J'],\n",
       " 368: ['Estevez-Mauriz, L', ' Baelo, R'],\n",
       " 369: ['Santangelo, J',\n",
       "  ' Hobbie, L',\n",
       "  ' Lee, J',\n",
       "  ' Pullin, M',\n",
       "  ' Villa-Cuesta, E',\n",
       "  ' Hyslop, A'],\n",
       " 370: ['Monkovic, JM',\n",
       "  ' Jones, SM',\n",
       "  ' Nicolas, M',\n",
       "  ' Katyal, P',\n",
       "  ' Punia, K',\n",
       "  ' Noland, D',\n",
       "  ' Montclare, JK'],\n",
       " 371: ['Young, SA', ' Newton, AR', ' Fowler, SR', ' Park, J'],\n",
       " 372: ['Wan, ZH', ' So, WMW', ' Hu, WP'],\n",
       " 373: ['Means, B', ' Wang, HW', ' Wei, X', ' Young, V', ' Iwatani, E'],\n",
       " 374: ['Pugh-Bernard, A', ' Kenyon, KL'],\n",
       " 375: ['Koury, ST', ' Carlin-Menter, S', ' Dey-Rao, R', ' Kelly, K'],\n",
       " 376: ['Godec, S', ' Archer, L', ' Dawson, E'],\n",
       " 377: ['Chen, XL', ' Zou, D', ' Xie, HR', ' Wang, FL'],\n",
       " 378: ['Cherrstrom, CA', ' Lopez, OS', ' Ashford-Hanserd, S'],\n",
       " 379: ['Morales, DX', ' Grineski, SE', ' Collins, TW'],\n",
       " 380: ['Hackman, ST', ' Zhang, DH', ' He, JW'],\n",
       " 381: ['Dolgopolovas, V', ' Dagiene, V'],\n",
       " 382: ['Czocher, JA', ' Melhuish, K', ' Kandasamy, SS', ' Roan, E'],\n",
       " 383: ['Mylonas, G',\n",
       "  ' Paganelli, F',\n",
       "  ' Cuffaro, G',\n",
       "  ' Nesi, I',\n",
       "  ' Karantzis, D'],\n",
       " 384: ['Li, H', ' Forbes, A', ' Yang, WP'],\n",
       " 385: ['Hrynevych, LM', ' Morze, NV', ' Vember, VP', ' Boiko, MA'],\n",
       " 386: ['Kumar, V', ' Johnson, MD', ' Nepal, B', ' Ghoshal, G'],\n",
       " 387: ['Levin, L', ' Verner, I'],\n",
       " 388: ['Kucuk, ZD', ' Yabas, D', ' Boyaci, HS', ' Corlu, MS'],\n",
       " 389: ['Kwan, R', ' Wong, BTM'],\n",
       " 390: ['Albert, L'],\n",
       " 391: ['Yean, AS', ' Syrene, S', ' Rahim, A'],\n",
       " 392: ['Pajk, T', ' Van Isacker, K', ' Abersek, B', ' Flogie, A'],\n",
       " 393: ['Ahmad, J', ' Siew, NM'],\n",
       " 394: ['Rodriguez, SL', ' Espino, ML', ' Le, BD', ' Cunningham, KJ'],\n",
       " 395: ['Damekova, SK',\n",
       "  ' Shuyushbayeva, NN',\n",
       "  ' Tanasheva, NK',\n",
       "  ' Ahayeva, GS',\n",
       "  ' Kaliyeva, AK'],\n",
       " 396: ['Sagyndykova, Z',\n",
       "  ' Gazdiyeva, B',\n",
       "  ' Gabdullina, Z',\n",
       "  ' Akhmetzhanova, A',\n",
       "  ' Mektepbayeva, D',\n",
       "  ' Althonayan, A'],\n",
       " 397: ['Ajit, G', ' Lucas, T', ' Kanyan, R'],\n",
       " 398: ['Hurley, A',\n",
       "  ' Chevrette, MG',\n",
       "  ' Acharya, DD',\n",
       "  ' Lozano, GL',\n",
       "  ' Garavito, M',\n",
       "  ' Heinritz, J',\n",
       "  ' Balderrama, L',\n",
       "  ' Beebe, M',\n",
       "  ' DenHartog, ML',\n",
       "  ' Corinaldi, K',\n",
       "  ' Engels, R',\n",
       "  ' Gutierrez, A',\n",
       "  ' Jona, O',\n",
       "  ' Putnam, JHI',\n",
       "  ' Rhodes, B',\n",
       "  ' Tsang, T',\n",
       "  ' Hernandez, S',\n",
       "  ' Bascom-Slack, C',\n",
       "  ' Blum, JE',\n",
       "  ' Price, PA',\n",
       "  ' Davis, D',\n",
       "  ' Klein, J',\n",
       "  ' Pultorak, J',\n",
       "  ' Sullivan, NL',\n",
       "  ' Mouncey, NJ',\n",
       "  ' Dorrestein, PC',\n",
       "  ' Miller, S',\n",
       "  ' Broderick, NA',\n",
       "  ' Handelsman, J'],\n",
       " 399: ['Flores, GM'],\n",
       " 400: ['Hubbard, K'],\n",
       " 401: ['Tanase, SI', ' Buga, EM', ' Poienariu, L', ' Tanase, D'],\n",
       " 402: ['Toma, RB', ' Garcia-Carmona, A'],\n",
       " 403: ['Chise, D', ' Fort, M', ' Monfardini, C'],\n",
       " 404: ['Buturlina, O',\n",
       "  ' Dovhal, S',\n",
       "  ' Hryhorov, H',\n",
       "  ' Lysokolenko, T',\n",
       "  ' Palahuta, V'],\n",
       " 405: ['Silva-Diaz, F', ' Carrillo-Rosua, J', ' Fernandez-Plaza, JA'],\n",
       " 406: ['Knight, GL'],\n",
       " 407: ['Garcia, JA', ' Espinosa, MPP', ' Sanchez, JLS'],\n",
       " 408: ['Ferrada, CAF', ' Diaz-Levicoy, DA', ' Rosua, FJC'],\n",
       " 409: ['Hamilton, M'],\n",
       " 410: ['Tsai, LT', ' Chang, CC', ' Cheng, HT'],\n",
       " 411: ['Yucelyigit, S', ' Toker, Z'],\n",
       " 412: ['Ling, LS', ' Pang, V', ' Lajium, D'],\n",
       " 413: ['McIntyre, MM', ' Gundlach, JL', ' Graziano, WG'],\n",
       " 414: ['Gonzalez-Pena, OI',\n",
       "  ' Moran-Soto, G',\n",
       "  ' Rodriguez-Masegosa, R',\n",
       "  ' Rodriguez-Lara, BM'],\n",
       " 415: ['Gonzalez-Pena, OI', ' Pena-Ortiz, MO', ' Moran-Soto, G'],\n",
       " 416: ['Nasri, N', ' Rahimi, NM', ' Nasri, NM', ' Abd Talib, MA'],\n",
       " 417: ['Tselegkaridis, S', ' Sapounidis, T'],\n",
       " 418: ['Hali, AU', ' Aslam, S', ' Zhang, BH', ' Saleem, A'],\n",
       " 419: ['Felder, RM'],\n",
       " 420: ['Greca, IM', ' Ortiz-Revilla, J', ' Arriassecq, I'],\n",
       " 421: ['Amo, D', ' Fox, P', ' Fonseca, D', ' Poyatos, C'],\n",
       " 422: ['Arroyo, AC', ' Montes, MR', ' Quilis, JDS'],\n",
       " 423: ['Chasteen, S'],\n",
       " 424: ['Mutambara, D', ' Bayaga, A'],\n",
       " 425: ['Mayorova, VI', ' Grishko, DA', ' Leonov, VV'],\n",
       " 426: ['Wu, YF', ' Cheng, JM', ' Koszalka, TA'],\n",
       " 427: ['Klutsch, CFC',\n",
       "  ' Aspholm, PE',\n",
       "  ' Polikarpova, N',\n",
       "  ' Veisblium, O',\n",
       "  ' Bjorn, TA',\n",
       "  ' Wikan, A',\n",
       "  ' Gonzalez, V',\n",
       "  ' Hagen, SB'],\n",
       " 428: ['Gong, HJ', ' Park, H', ' Hagood, TC'],\n",
       " 429: ['Apple, MW'],\n",
       " 430: ['Huang, W', ' Roscoe, R', ' Johnson-Glenberg, MC', ' Craig, SD'],\n",
       " 431: ['Stiemsma, LT', ' Davis, SD', ' Brewster, JL'],\n",
       " 432: ['Sabat, M',\n",
       "  ' Abdel-Massih, RM',\n",
       "  ' Kanaan, A',\n",
       "  ' Salloum, S',\n",
       "  ' Serhan, M',\n",
       "  ' Fares, R',\n",
       "  ' Haddad, N',\n",
       "  ' Melki, A'],\n",
       " 433: ['Nguyen, AV',\n",
       "  ' Orlofsky, A',\n",
       "  ' Pubill, K',\n",
       "  ' Tawde, M',\n",
       "  ' Li, GZ',\n",
       "  ' Mata, D',\n",
       "  ' Bermudes, O',\n",
       "  ' Fernandez, M',\n",
       "  ' Santana, J',\n",
       "  ' Kim, W',\n",
       "  ' Chimbay, E',\n",
       "  ' Kim, Y',\n",
       "  ' Nguyen, T',\n",
       "  ' Fox, M',\n",
       "  ' Eralte, J',\n",
       "  ' Metz, M',\n",
       "  ' Smyth, DS',\n",
       "  ' Panzeca, C',\n",
       "  ' Khan, MI'],\n",
       " 434: ['Olson, JS', ' Nayar-Bhalerao, S'],\n",
       " 435: ['Borman, L', ' Strimel, GJ', ' Krause, L'],\n",
       " 436: ['Rushton, EAC', ' King, H'],\n",
       " 437: ['Li, YP'],\n",
       " 438: ['Diaz, NVM', ' Barhate, B', ' Johnston, A', ' Jabarkhail, S'],\n",
       " 439: ['Chung, CC', ' Huang, SL', ' Cheng, YM', ' Lou, SJ'],\n",
       " 440: ['Hockicko, P', ' Tarjanyiova, G'],\n",
       " 441: ['[Anonymous]'],\n",
       " 442: ['Ho, MT',\n",
       "  ' La, VP',\n",
       "  ' Nguyen, MH',\n",
       "  ' Pham, TH',\n",
       "  ' Vuong, TT',\n",
       "  ' Vuong, HM',\n",
       "  ' Pham, HH',\n",
       "  ' Hoang, AD',\n",
       "  ' Vuong, QH'],\n",
       " 443: ['Tam, HL', ' Chan, AYF', ' Lai, OLH'],\n",
       " 444: ['Valovicova, L',\n",
       "  ' Ondruska, J',\n",
       "  ' Zelenicky, L',\n",
       "  ' Chytry, V',\n",
       "  ' Medova, J'],\n",
       " 445: ['Bassachs, M',\n",
       "  ' Canabate, D',\n",
       "  ' Nogue, L',\n",
       "  ' Serra, T',\n",
       "  ' Bubnys, R',\n",
       "  ' Colomer, J'],\n",
       " 446: ['Gopal, K', ' Salim, NR', ' Ayub, AFM'],\n",
       " 447: ['Fidai, A', ' Capraro, MM', ' Capraro, RM'],\n",
       " 448: ['Ingram, E', ' Keshwani, J'],\n",
       " 449: ['Hempel, B', ' Kiehlbaugh, K', ' Blowers, P'],\n",
       " 450: ['Ralls, D', ' Bianchi, L', ' Choudry, S'],\n",
       " 451: ['Quarderer, NA', ' McDermott, MA'],\n",
       " 452: ['Li, S', ' Du, HX', ' Xing, WL', ' Zheng, J', ' Chen, GH', ' Xie, C'],\n",
       " 453: ['Pagano, LC', ' Haden, CA', ' Uttal, DH'],\n",
       " 454: ['Tomblin, D', ' Mogul, N'],\n",
       " 455: ['Smith, DV'],\n",
       " 456: ['Wen, Y'],\n",
       " 457: ['Blustein, DL', ' Erby, W', ' Meerkins, T', ' Soldz, I', ' Ezema, GN'],\n",
       " 458: ['King, HC', ' Bella, Z', ' Lewis, HLJ', ' Payan, J', ' Fischer, AJ'],\n",
       " 459: ['Juskeviciene, A', ' Stupuriene, G', ' Jevsikova, T'],\n",
       " 460: ['Rodriguez, AJ', ' Shim, SW'],\n",
       " 461: [\"O'Hara, RM\"],\n",
       " 462: ['Song, H', ' Zhou, MM'],\n",
       " 463: ['Chen, Y', ' Chow, SCF', ' So, WWM'],\n",
       " 464: ['Gonzalez-Nieto, NA',\n",
       "  ' Ching-Chiang, LWC',\n",
       "  ' Fernandez-Cardenas, JM',\n",
       "  ' Reynaga-Pena, CG',\n",
       "  ' Santamaria-Cid-de-Leon, D',\n",
       "  ' Diaz-de-Leon-Lastras, A',\n",
       "  ' Capetillo, AJC'],\n",
       " 465: ['Hardy, EL',\n",
       "  ' Williams, B',\n",
       "  ' Harden, C',\n",
       "  ' Oshinowo, O',\n",
       "  ' Copeland, R',\n",
       "  ' Gee, B',\n",
       "  ' Lam, WA'],\n",
       " 466: ['Wolf, V',\n",
       "  ' Hsiao, V',\n",
       "  ' Rodriguez, B',\n",
       "  ' Min, A',\n",
       "  ' Mayorga, J',\n",
       "  ' Ashcroft, J'],\n",
       " 467: ['Anderson, AE', ' Justement, LB', ' Bruns, HA'],\n",
       " 468: ['Wannapiroon, N', ' Petsangsri, S'],\n",
       " 469: ['Nurtanto, M',\n",
       "  ' Sudira, P',\n",
       "  ' Kholifah, N',\n",
       "  ' Samsudin, A',\n",
       "  ' Warju, W'],\n",
       " 470: ['Thuy, NTT', ' Bien, NV', ' Quy, DX'],\n",
       " 471: ['Sulaeman, NF',\n",
       "  ' Putra, PDA',\n",
       "  ' Mineta, I',\n",
       "  ' Hakamada, H',\n",
       "  ' Takahashi, M',\n",
       "  ' Ide, Y',\n",
       "  ' Kumano, Y'],\n",
       " 472: ['Cervone, D', ' Mercurio, L', ' Lilley, C'],\n",
       " 473: ['Chai, CS', ' Rahmawati, Y', ' Jong, MSY'],\n",
       " 474: ['Christopoulos, A', ' Pellas, N', ' Laakso, MJ'],\n",
       " 475: ['Gonzalez-Tablas, AI', ' Vasco, MIG', ' Cascos, I', ' Palomino, AP'],\n",
       " 476: ['Nguyen, TPL', ' Nguyen, TH', ' Tran, TK'],\n",
       " 477: ['Settlage, J'],\n",
       " 478: ['Lin, Q', ' Yin, Y', ' Tang, XD', ' Hadad, R', ' Zhai, XM'],\n",
       " 479: ['Evans, T',\n",
       "  ' Klymchuk, S',\n",
       "  ' Murphy, PEL',\n",
       "  ' Novak, J',\n",
       "  ' Stephens, J',\n",
       "  ' Thomas, M'],\n",
       " 480: ['Li, XS', ' Wang, WJ'],\n",
       " 481: ['Robertson, AD',\n",
       "  ' Gray, KE',\n",
       "  ' Lovegren, CE',\n",
       "  ' Killough, KL',\n",
       "  ' Wenzinger, ST'],\n",
       " 482: ['Tsinajinie, G', ' Kirboyun, S', ' Hong, S'],\n",
       " 483: ['Baselga, SV', ' Garrido, OM', ' Buron, HG'],\n",
       " 484: ['Yildirim, B'],\n",
       " 485: ['Ceyhan, GD', ' Tillotson, JW'],\n",
       " 486: ['Maiorca, C', ' Mohr-Schroeder, MJ'],\n",
       " 487: ['Utley, J', ' Ivey, T', ' Cribbs, J'],\n",
       " 488: ['Anwar, S', ' Menekse, M'],\n",
       " 489: ['Conde, MA',\n",
       "  ' Rodriguez-Sedano, FJ',\n",
       "  ' Fernandez-Llamas, C',\n",
       "  ' Goncalves, J',\n",
       "  ' Lima, J',\n",
       "  ' Garcia-Penalvo, FJ'],\n",
       " 490: ['Boeve-de Pauw, J',\n",
       "  ' Ardies, J',\n",
       "  ' Hens, K',\n",
       "  ' Wullemen, A',\n",
       "  ' van de Vyver, Y',\n",
       "  ' Rydant, T',\n",
       "  ' De Spiegeleer, L',\n",
       "  ' Verbraeken, H'],\n",
       " 491: ['Bertram, L'],\n",
       " 492: ['Geesa, RL', ' Stith, KM', ' Rose, MA'],\n",
       " 493: ['Lee, H', ' Ham, H', ' Kwon, H'],\n",
       " 494: ['Sivaraj, R', ' Ellis, JA', ' Wieselmann, JR', ' Roehrig, GH'],\n",
       " 495: ['Tan, MC'],\n",
       " 496: ['Bianchi, N', ' Giorcelli, M'],\n",
       " 497: ['Pellas, N', ' Dengel, A', ' Christopoulos, A'],\n",
       " 498: ['Flemming, A',\n",
       "  ' Phillips, M',\n",
       "  ' Shea, EK',\n",
       "  ' Bolton, A',\n",
       "  ' Lincoln, C',\n",
       "  ' Green, K',\n",
       "  ' Mast, A',\n",
       "  ' Cubeta, MA'],\n",
       " 499: ['Skrimponis, P',\n",
       "  ' Makris, N',\n",
       "  ' Rajguru, SB',\n",
       "  ' Cheng, KR',\n",
       "  ' Ostrometzky, J',\n",
       "  ' Ford, E',\n",
       "  ' Kostic, Z',\n",
       "  ' Zussman, G',\n",
       "  ' Korakis, T'],\n",
       " 500: ['Colon, J',\n",
       "  ' Tiernan, N',\n",
       "  ' Oliphant, S',\n",
       "  ' Shirajee, A',\n",
       "  ' Flickinger, J',\n",
       "  ' Liu, H',\n",
       "  ' Francisco-Ortega, J',\n",
       "  ' Mccartney, M'],\n",
       " 501: ['Hacisalihoglu, G',\n",
       "  ' Stephens, D',\n",
       "  ' Stephens, S',\n",
       "  ' Johnson, L',\n",
       "  ' Edington, M'],\n",
       " 502: ['Owens, DC', ' Petitt, DN', ' Lally, D', ' Forbes, CT'],\n",
       " 503: ['Jeong, JS', ' Gonzalez-Gomez, D', ' Prieto, FY'],\n",
       " 504: ['Lipovetsky, S'],\n",
       " 505: ['Aydin-Gunbatar, S', ' Ekiz-Kiran, B', ' Oztay, ES'],\n",
       " 506: ['Ansong, D', ' Okumu, M', ' Albritton, TJ', ' Bahnuk, EP', ' Small, E'],\n",
       " 507: ['Evans, T', ' Thomas, MOJ', ' Klymchuk, S'],\n",
       " 508: ['Parker, C', ' Grigg, J', \" D'Souza, S\", ' Mitchell, C', ' Smith, E'],\n",
       " 509: ['Zhu, XH',\n",
       "  ' Xiong, ZF',\n",
       "  ' Zheng, TY',\n",
       "  ' Li, L',\n",
       "  ' Zhang, LY',\n",
       "  ' Yang, F'],\n",
       " 510: ['Mi, SS', ' Bi, HL', ' Lu, SS'],\n",
       " 511: ['Salmi, HS', ' Thuneberg, H', ' Bogner, FX'],\n",
       " 512: ['Xing, WL',\n",
       "  ' Li, CL',\n",
       "  ' Chen, GH',\n",
       "  ' Huang, XD',\n",
       "  ' Chao, J',\n",
       "  ' Massicotte, J',\n",
       "  ' Xie, C'],\n",
       " 513: ['Mutambara, D', ' Bayaga, A'],\n",
       " 514: ['Wang, LY', ' Chiang, FK'],\n",
       " 515: ['Hughes, R', ' Schellinger, J', ' Roberts, K'],\n",
       " 516: ['Mohan, A', ' Kelly, GJ'],\n",
       " 517: ['Lane, AK',\n",
       "  ' McAlpin, JD',\n",
       "  ' Earl, B',\n",
       "  ' Feola, S',\n",
       "  ' Lewis, JE',\n",
       "  ' Mertens, K',\n",
       "  ' Shadle, SE',\n",
       "  ' Skvoretz, J',\n",
       "  ' Ziker, JP',\n",
       "  ' Couch, BA',\n",
       "  ' Prevost, LB',\n",
       "  ' Stains, M'],\n",
       " 518: ['Shah, N',\n",
       "  ' Christensen, JA',\n",
       "  ' Ortiz, NA',\n",
       "  ' Nguyen, AK',\n",
       "  ' Byun, S',\n",
       "  ' Stroupe, D',\n",
       "  ' Reinholz, DL'],\n",
       " 519: ['Stella, M'],\n",
       " 520: ['Lee, MGJ',\n",
       "  ' Collins, JD',\n",
       "  ' Harwood, SA',\n",
       "  ' Mendenhall, R',\n",
       "  ' Huntt, MB'],\n",
       " 521: ['Dong, Y', ' Wang, J', ' Yang, YY', ' Kurup, PM'],\n",
       " 522: ['Hwang, CS'],\n",
       " 523: ['Wan, ZH', ' Jiang, YS', ' Zhan, Y'],\n",
       " 524: ['Liu, R'],\n",
       " 525: ['Smith, DW',\n",
       "  ' Lampley, SA',\n",
       "  ' Dolan, B',\n",
       "  ' Williams, G',\n",
       "  ' Schleppenbach, D',\n",
       "  ' Blair, M'],\n",
       " 526: ['Dziob, D', ' Krupinski, M', ' Wozniak, E', ' Gabryszewski, R'],\n",
       " 527: ['Hernandez-Sabate, A', ' Albarracin, L', ' Sanchez, FJ'],\n",
       " 528: ['Milicic, G', ' Wetzel, S', ' Ludwig, M'],\n",
       " 529: ['Rowe, S', ' Riggio, M', ' De Amicis, R', ' Rowe, SR'],\n",
       " 530: ['Eltanahy, M', ' Forawi, S', ' Mansour, N'],\n",
       " 531: ['Vossen, TE',\n",
       "  ' Tigelaar, EH',\n",
       "  ' Henze, I',\n",
       "  ' De Vries, MJ',\n",
       "  ' Van Driel, JH'],\n",
       " 532: ['Yildirim, B'],\n",
       " 533: ['Yildirim, H', ' Gelmez-Burakgazi, S'],\n",
       " 534: ['Timur, B', ' Belek, F'],\n",
       " 535: ['Stelter, RL', ' Kupersmidt, JB', ' Stump, KN'],\n",
       " 536: ['Fisher, KQ', ' Koretsky, MD'],\n",
       " 537: ['Juskeviciene, A', ' Dagiene, V', ' Dolgopolovas, V'],\n",
       " 538: ['Alade, F', ' Lauricella, A', ' Kumar, Y', ' Wartella, E'],\n",
       " 539: ['Zhou, D', ' Gomez, R', ' Wright, N', ' Rittenbruch, M', ' Davis, J'],\n",
       " 540: ['Davis, JP',\n",
       "  ' Du, J',\n",
       "  ' Tang, JH',\n",
       "  ' Qiao, L',\n",
       "  ' Liu, YQ',\n",
       "  ' Chiang, FK'],\n",
       " 541: [\"O'Sullivan, S\",\n",
       "  ' Friebe, M',\n",
       "  ' Tonti, WR',\n",
       "  ' Hartnett, M',\n",
       "  ' Castro, M',\n",
       "  ' Pozzo, MI',\n",
       "  ' Nilsiam, Y'],\n",
       " 542: ['Welch, J'],\n",
       " 543: ['Wieselmann, JR',\n",
       "  ' Keratithamkul, K',\n",
       "  ' Dare, EA',\n",
       "  ' Ring-Whalen, EA',\n",
       "  ' Roehrig, GH'],\n",
       " 544: ['Kapon, S', ' Schvartzer, M', ' Peer, T'],\n",
       " 545: ['Sen, C', ' Ay, ZS', ' Kiray, SA'],\n",
       " 546: ['Stewart, F', ' Yeom, M', ' Stewart, A'],\n",
       " 547: ['Caspi, A',\n",
       "  ' Gorsky, P',\n",
       "  ' Nitzani-Hendel, R',\n",
       "  ' Zacharia, ZC',\n",
       "  ' Rosenfeld, S',\n",
       "  ' Berman, S',\n",
       "  ' Shildhouse, B'],\n",
       " 548: ['Falloon, G',\n",
       "  ' Forbes, A',\n",
       "  ' Stevenson, M',\n",
       "  ' Bower, M',\n",
       "  ' Hatzigianni, M'],\n",
       " 549: ['Zhan, XH', ' Sun, DE', ' Wan, ZH', ' Hua, YL', ' Xu, RR'],\n",
       " 550: ['El Nagdi, M', ' Roehrig, G'],\n",
       " 551: ['Kulturel-Konak, S'],\n",
       " 552: ['Liou, YH', ' Daly, AJ'],\n",
       " 553: ['Fernandez-Martin, FD',\n",
       "  ' Arco-Tirado, JL',\n",
       "  ' Carrillo-Rosua, FJ',\n",
       "  ' Hervas-Torres, M',\n",
       "  ' Ruiz-Hidalgo, JF',\n",
       "  ' Romero-Lopez, C'],\n",
       " 554: ['Wei, WK', ' Maat, SM'],\n",
       " 555: ['Glaze-Crampes, AL'],\n",
       " 556: ['Jesionkowska, J', ' Wild, F', ' Deval, Y'],\n",
       " 557: ['Du Plessis, AE'],\n",
       " 558: ['De Meester, J',\n",
       "  ' Boeve-de Pauw, J',\n",
       "  ' Buyse, MP',\n",
       "  ' Ceuppens, S',\n",
       "  ' De Cock, M',\n",
       "  ' De Loof, H',\n",
       "  ' Goovaerts, L',\n",
       "  ' Hellinckx, L',\n",
       "  ' Knipprath, H',\n",
       "  ' Struyf, A',\n",
       "  ' Thibaut, L',\n",
       "  ' van de Velde, D',\n",
       "  ' Van Petegem, P',\n",
       "  ' Dehaene, W'],\n",
       " 559: ['Yu, KC', ' Wu, PH', ' Fan, SC'],\n",
       " 560: ['Li, S', ' Chen, GH', ' Xing, WL', ' Zheng, J', ' Xie, C'],\n",
       " 561: ['Black, PN'],\n",
       " 562: ['Shute, V',\n",
       "  ' Rahimi, S',\n",
       "  ' Smith, G',\n",
       "  ' Ke, FF',\n",
       "  ' Almond, R',\n",
       "  ' Dai, CP',\n",
       "  ' Kuba, R',\n",
       "  ' Liu, ZC',\n",
       "  ' Yang, XT',\n",
       "  ' Sun, C'],\n",
       " 563: ['Weng, JY', ' Li, H'],\n",
       " 564: ['Ferrada-Ferrada, C',\n",
       "  ' Carrillo-Rosua, J',\n",
       "  ' Diaz-Levicoy, D',\n",
       "  ' Silva-Diaz, F'],\n",
       " 565: ['York, E', ' Conley, SN'],\n",
       " 566: ['Develaki, M'],\n",
       " 567: ['Wahono, B', ' Lin, PL', ' Chang, CY'],\n",
       " 568: ['Park, W', ' Wu, JY', ' Erduran, S'],\n",
       " 569: ['Hussenius, A'],\n",
       " 570: ['Cetin, M', ' Demircan, HO'],\n",
       " 571: ['Lyon, JA', ' Magana, AJ'],\n",
       " 572: ['Sierra, IM', ' Dziabenko, O', ' Zubia, JG'],\n",
       " 573: ['Sanchez-Martin, J',\n",
       "  ' Corrales-Serrano, M',\n",
       "  ' Luque-Sendra, A',\n",
       "  ' Zamora-Polo, F'],\n",
       " 574: ['Palisoc, CP',\n",
       "  ' Morales, MPE',\n",
       "  ' Avilla, RA',\n",
       "  ' Ayuste, TO',\n",
       "  ' Ramos-Butron, B',\n",
       "  ' Casilla, NA'],\n",
       " 575: ['Dickman, B', ' Nauman, E'],\n",
       " 576: ['Monahan, C', ' Munakata, M', ' Vaidya, A', ' Gandini, S'],\n",
       " 577: ['Nash, AM', ' Peters, AL'],\n",
       " 578: ['Ching-Chiang, LWC', ' Fernandez-Cardenas, JM'],\n",
       " 579: ['Simunovic, M', ' Babarovic, T'],\n",
       " 580: ['Hosbein, KN', ' Barbera, J'],\n",
       " 581: ['Eglash, R',\n",
       "  ' Bennett, A',\n",
       "  ' Babbitt, W',\n",
       "  ' Lachney, M',\n",
       "  ' Reinhardt, M',\n",
       "  ' Hammond-Sowah, D'],\n",
       " 582: ['Ciftci, A', ' Topcu, MS', ' Foulk, JA'],\n",
       " 583: ['Watson, S', ' Williams-Duncan, OM', ' Peters, ML'],\n",
       " 584: ['Roller, SA',\n",
       "  ' Lampley, SA',\n",
       "  ' Dillihunt, ML',\n",
       "  ' Benfield, MPJ',\n",
       "  ' Gholston, SE',\n",
       "  ' Turner, MW',\n",
       "  ' Davis, AM'],\n",
       " 585: ['Keratithamkul, K', ' Kim, JN', ' Roehrig, GH'],\n",
       " 586: ['Elliott, CH'],\n",
       " 587: ['Eisenhart, M', ' Allen, CD'],\n",
       " 588: ['Gao, F', ' Li, L', ' Sun, YY'],\n",
       " 589: ['So, WMW', ' He, QW', ' Chen, Y', ' Chow, CF'],\n",
       " 590: ['Bain, K',\n",
       "  ' Bender, L',\n",
       "  ' Bergeron, P',\n",
       "  ' Caballero, MD',\n",
       "  ' Carmel, JH',\n",
       "  ' Duffy, EM',\n",
       "  ' Ebert-May, D',\n",
       "  ' Fata-Hartley, CL',\n",
       "  ' Herrington, DG',\n",
       "  ' Laverty, JT',\n",
       "  ' Matz, RL',\n",
       "  ' Nelson, PC',\n",
       "  ' Posey, LA',\n",
       "  ' Stoltzfus, JR',\n",
       "  ' Stowe, RL',\n",
       "  ' Sweeder, RD',\n",
       "  ' Tessmer, SH',\n",
       "  ' Underwood, SM',\n",
       "  ' Urban-Lurain, M',\n",
       "  ' Cooper, MM'],\n",
       " 591: ['Smyrnaiou, Z', ' Georgakopoulou, E', ' Sotiriou, S'],\n",
       " 592: ['McComas, WF', ' Burgin, SR'],\n",
       " 593: ['Chiang, FK', ' Liu, YQ', ' Feng, XR', ' Zhuang, YX', ' Sun, YL'],\n",
       " 594: ['Smith, DH',\n",
       "  ' Hao, Q',\n",
       "  ' Dennen, V',\n",
       "  ' Tsikerdekis, M',\n",
       "  ' Barnes, B',\n",
       "  ' Martin, L',\n",
       "  ' Tresham, N'],\n",
       " 595: ['Wilson, K'],\n",
       " 596: ['Gao, XY', ' Li, PS', ' Shen, J', ' Sun, HF'],\n",
       " 597: ['Smolinsky, L', ' Marx, BD', ' Olafsson, G', ' Ma, YXA'],\n",
       " 598: ['Delahunty, T', ' Seery, N', ' Lynch, R'],\n",
       " 599: ['Li, KC', ' Wong, BTM'],\n",
       " 600: ['Johns, C'],\n",
       " 601: ['Ortiz-Revilla, J', ' Aduriz-Bravo, A', ' Greca, IM'],\n",
       " 602: ['Huang, FX'],\n",
       " 603: ['Watanabe, W', ' Maruyama, R', ' Arimoto, H', ' Tamada, Y'],\n",
       " 604: ['Gafuanov, YY', ' Podnebesova, GB'],\n",
       " 605: ['Boytchev, P', ' Boytcheva, S'],\n",
       " 606: ['Reeves, PM', ' Bobrownicki, A', ' Bauer, M', ' Graham, MJ'],\n",
       " 607: ['Demirbag, C', ' Arikan, S', ' Mugaloglu, EZ'],\n",
       " 608: ['Zhuang, TT', ' Cheung, ACK', ' Tam, W'],\n",
       " 609: ['Macalalag, AZ', ' Johnson, J', ' Lai, MC'],\n",
       " 610: ['Eglash, R',\n",
       "  ' Lachney, M',\n",
       "  ' Babbitt, W',\n",
       "  ' Bennett, A',\n",
       "  ' Reinhardt, M',\n",
       "  ' Davis, J'],\n",
       " 611: ['Jones, RM', ' Cleaver, R'],\n",
       " 612: ['Bautista-Vallejo, JM', ' Hernandez-Carrera, RM'],\n",
       " 613: ['Koyunlu Unlu, Z', ' Dokme, I'],\n",
       " 614: ['St James, AR', ' Campbell, D'],\n",
       " 615: ['Bustamante, AS',\n",
       "  ' Schlesinger, M',\n",
       "  ' Begolli, KN',\n",
       "  ' Golinkoff, RM',\n",
       "  ' Shahidi, N',\n",
       "  ' Zonji, S',\n",
       "  ' Riesen, C',\n",
       "  ' Evans, N',\n",
       "  ' Hirsh-Pasek, K'],\n",
       " 616: ['Hu, CC', ' Yeh, HC', ' Chen, NS'],\n",
       " 617: ['Quinn, CM', ' Reid, JW', ' Gardner, GE'],\n",
       " 618: ['Ozkan, G', ' Topsakal, UU'],\n",
       " 619: ['Pleasants, J'],\n",
       " 620: ['Baselga, SV', ' Garrido, OM', ' Buron, HG'],\n",
       " 621: ['Lee, OH', ' Stephens, A'],\n",
       " 622: ['Sabbah, S', ' Heyd-Metzuyanim, E'],\n",
       " 623: ['Hacioglu, Y', ' Usta, ND'],\n",
       " 624: ['Barnard, M',\n",
       "  ' Dehon, E',\n",
       "  ' Compretta, C',\n",
       "  ' Notebaert, A',\n",
       "  ' Sparkmon, W',\n",
       "  ' Meyer, E',\n",
       "  ' Stray, S',\n",
       "  ' Taylor, J',\n",
       "  ' Sullivan, D',\n",
       "  ' Rockhold, R'],\n",
       " 625: ['Barlow, A',\n",
       "  ' Brown, S',\n",
       "  ' Lutz, B',\n",
       "  ' Pitterson, N',\n",
       "  ' Hunsu, N',\n",
       "  ' Adesope, O'],\n",
       " 626: ['Knekta, E', ' Rowland, AA', ' Corwin, LA', ' Eddy, S'],\n",
       " 627: ['Chen, CC', ' Huang, PH'],\n",
       " 628: ['Quigley, CF', ' Herro, D', ' King, E', ' Plank, H'],\n",
       " 629: ['Schwortz, AC', ' Burrows, AC'],\n",
       " 630: ['Nguyen, HD', ' Do, NV', ' Tran, NP', ' Pham, XH', ' Pham, VT'],\n",
       " 631: ['Lyon, JA', ' Fennell, HW', ' Magana, AJ'],\n",
       " 632: ['Takeuchi, MA',\n",
       "  ' Sengupta, P',\n",
       "  ' Shanahan, MC',\n",
       "  ' Adams, JD',\n",
       "  ' Hachem, M'],\n",
       " 633: ['Clements, DH', ' Vinh, M', ' Lim, CI', ' Sarama, J'],\n",
       " 634: ['Moen, KC',\n",
       "  ' Beck, MR',\n",
       "  ' Saltzmann, SM',\n",
       "  ' Cowan, TM',\n",
       "  ' Burleigh, LM',\n",
       "  ' Butler, LG',\n",
       "  ' Ramanujam, J',\n",
       "  ' Cohen, AS',\n",
       "  ' Greening, SG'],\n",
       " 635: ['Sondergeld, TA'],\n",
       " 636: ['Nallapothula, D',\n",
       "  ' Lozano, JB',\n",
       "  ' Han, S',\n",
       "  ' Herrera, C',\n",
       "  ' Sayson, HW',\n",
       "  ' Levis-Fitzgerald, M',\n",
       "  ' Maloy, J'],\n",
       " 637: ['Alomari, HW', ' Ramasamy, V', ' Kiper, JD', ' Potvin, G'],\n",
       " 638: ['Kim, JY', ' Chung, H', ' Jung, EY', ' Kim, JO', ' Lee, TW'],\n",
       " 639: ['Bramstedt, K'],\n",
       " 640: ['Henriksen, D', ' Mishra, P'],\n",
       " 641: ['Ngan, LHM', ' Hien, NV', ' Hoang, LH', ' Hai, ND', ' Bien, NV'],\n",
       " 642: ['Woods, S', ' Hsu, YC'],\n",
       " 643: ['Wieselmann, JR', ' Roehrig, GH', ' Kim, JN'],\n",
       " 644: ['Bernacki, ML', ' Vosicka, L', ' Utz, JC'],\n",
       " 645: ['Eadkong, T', ' Pimton, P', ' Dam-O, P', ' Channuie, P'],\n",
       " 646: ['Lin, YT', ' Yeh, MKC', ' Hsieh, HL'],\n",
       " 647: ['Barlow, A', ' Brown, S'],\n",
       " 648: ['Li, YP', ' Wang, K', ' Xiao, Y', ' Froyd, JE', ' Nite, SB'],\n",
       " 649: ['Atit, K', ' Uttal, DH', ' Stieff, M'],\n",
       " 650: ['Denton, M', ' Borrego, M', ' Boklage, A'],\n",
       " 651: ['Leung, A'],\n",
       " 652: ['King, KD', ' Ochsendorf, RJ', ' Solomon, GEA', ' Sloane, FC'],\n",
       " 653: ['Reynante, BM', ' Selbach-Allen, ME', ' Pimentel, DR'],\n",
       " 654: ['Hill, LB'],\n",
       " 655: ['Almukhambetova, A', ' Kuzhabekova, A'],\n",
       " 656: ['Choo, S', ' Park, S', ' Nelson, NJ'],\n",
       " 657: ['Watson, J', ' Fitzallen, N', ' English, L', ' Wright, S'],\n",
       " 658: ['Jones, SZ'],\n",
       " 659: ['Lansiquot, R'],\n",
       " 660: ['Zhu, MN'],\n",
       " 661: ['Hollett, T', ' Vivoni, F'],\n",
       " 662: ['Mateos-Nunez, M', ' Martinez-Borreguero, G', ' Naranjo-Correa, FL'],\n",
       " 663: ['Lasica, IE', ' Meletiou-Mavrotheris, M', ' Katzis, K'],\n",
       " 664: ['Petrov, PD', ' Atanasova, TV'],\n",
       " 665: ['Xu, MD', ' Williams, PJ', ' Gu, JJ', ' Zhang, H'],\n",
       " 666: ['Murphy, S'],\n",
       " 667: ['Deeken, C', ' Neumann, I', ' Heinze, A'],\n",
       " 668: ['Chirikov, I',\n",
       "  ' Semenova, T',\n",
       "  ' Maloshonok, N',\n",
       "  ' Bettinger, E',\n",
       "  ' Kizilcec, RF'],\n",
       " 669: ['McNamara, J',\n",
       "  ' Sweetman, S',\n",
       "  ' Connors, P',\n",
       "  ' Lofgren, I',\n",
       "  ' Greene, G'],\n",
       " 670: ['Gdansky, NI', ' Kulikova, NL', ' Budnik, AA', ' Sokolov, IV'],\n",
       " 671: ['Gleason, DW'],\n",
       " 672: ['Jeong, JS', ' Gonzalez-Gomez, D'],\n",
       " 673: ['Hanson, SL', ' Krywult-Albanska, M'],\n",
       " 674: ['Chen, YL', ' Huang, LF', ' Wu, PC'],\n",
       " 675: ['Yildirim, B'],\n",
       " 676: ['Falloon, G',\n",
       "  ' Hatzigianni, M',\n",
       "  ' Bower, M',\n",
       "  ' Forbes, A',\n",
       "  ' Stevenson, M'],\n",
       " 677: ['Cheng, YC', ' So, WWM'],\n",
       " 678: ['Jones, D', ' Lotz, N', ' Holden, G'],\n",
       " 679: ['Fung, CH'],\n",
       " 680: ['Faulconer, EK', ' Wood, B', ' Griffith, JC'],\n",
       " 681: ['Shively, K', ' Hitchens, C', ' Hitchens, N'],\n",
       " 682: ['Simo, VL', ' Lagaron, DC', ' Rodriguez, CS'],\n",
       " 683: ['Li, YP', ' Wang, K', ' Xiao, Y', ' Froyd, JE'],\n",
       " 684: ['Zakariya, YF'],\n",
       " 685: ['Emembolu, I',\n",
       "  ' Padwick, A',\n",
       "  ' Shimwell, J',\n",
       "  ' Sanderson, J',\n",
       "  ' Davenport, C',\n",
       "  ' Strachan, R'],\n",
       " 686: ['Yata, C', ' Ohtani, T', ' Isobe, M'],\n",
       " 687: ['Strawhacker, A', ' Verish, C', ' Shaer, O', ' Bers, M'],\n",
       " 688: ['Mohammadi, A', ' Grosskopf, K', ' Killingsworth, J'],\n",
       " 689: ['Peters-Burton, E'],\n",
       " 690: ['Fan, JY', ' Ye, JH'],\n",
       " 691: ['McKay, B'],\n",
       " 692: ['Hansen, AK', ' Lent, DD', ' Muller, UK', ' Muller, U'],\n",
       " 693: ['Nepeina, K', ' Istomina, N', ' Bykova, O'],\n",
       " 694: ['Conradty, C', ' Sotiriou, SA', ' Bogner, FX'],\n",
       " 695: ['Abdukhakimova, D', ' Xie, YQ'],\n",
       " 696: ['Parker, PD',\n",
       "  ' Van Zanden, B',\n",
       "  ' Marsh, HW',\n",
       "  ' Owen, K',\n",
       "  ' Duineveld, JJ',\n",
       "  ' Noetel, M'],\n",
       " 697: ['Lin, KY', ' Yu, KC', ' Hsiao, HS', ' Chang, YS', ' Chien, YH'],\n",
       " 698: ['Fadzli, S',\n",
       "  ' Yahaya, J',\n",
       "  ' Deraman, A',\n",
       "  ' Hamdan, AR',\n",
       "  ' Halim, L',\n",
       "  ' Yahaya, NZ',\n",
       "  ' Zahari, MSM',\n",
       "  ' Rais, IAI'],\n",
       " 699: ['Halpin, PA', ' Donahue, AE', ' Johnson, KMS'],\n",
       " 700: ['Fendos, J'],\n",
       " 701: ['Tubb, AL',\n",
       "  ' Cropley, DH',\n",
       "  ' Marrone, RL',\n",
       "  ' Patston, T',\n",
       "  ' Kaufman, JC'],\n",
       " 702: ['Lee, NY', ' Tucker-Kellogg, G'],\n",
       " 703: ['Lysenko, T', ' Wang, QF'],\n",
       " 704: ['Kwok, M',\n",
       "  ' Vela, KN',\n",
       "  ' Rugh, MS',\n",
       "  ' Lincoln, YS',\n",
       "  ' Capraro, RM',\n",
       "  ' Capraro, MM'],\n",
       " 705: ['Altan, EB', ' Tan, S'],\n",
       " 706: ['Tannock, S'],\n",
       " 707: ['Sirakaya, M', ' Sirakaya, DA'],\n",
       " 708: ['Irgens, GA',\n",
       "  ' Dabholkar, S',\n",
       "  ' Bain, C',\n",
       "  ' Woods, P',\n",
       "  ' Hall, K',\n",
       "  ' Swanson, H',\n",
       "  ' Horn, M',\n",
       "  ' Wilensky, U'],\n",
       " 709: ['Borda, E',\n",
       "  ' Schumacher, E',\n",
       "  ' Hanley, D',\n",
       "  ' Geary, E',\n",
       "  ' Warren, S',\n",
       "  ' Ipsen, C',\n",
       "  ' Stredicke, L'],\n",
       " 710: ['Robertson, AD', ' Elliott, LJA'],\n",
       " 711: ['Yannier, N', ' Hudson, SE', ' Koedinger, KR'],\n",
       " 712: ['Khuyen, NTT', ' Bien, NV', ' Lin, PL', ' Lin, J', ' Chang, CY'],\n",
       " 713: ['Johnson, A', ' Elliott, S'],\n",
       " 714: ['Moore, ME', ' Vega, DM', ' Wiens, KM', ' Caporale, N'],\n",
       " 715: ['Cipollone, K', ' Stich, AE', ' Weis, L'],\n",
       " 716: ['Kim, Y', ' Jeon, J', ' Eom, J', ' Lee, H'],\n",
       " 717: ['Spyropoulou, N', ' Glaroudis, D', ' Lossifides, A', ' Zaharakis, ID'],\n",
       " 718: ['John, TM',\n",
       "  ' Badejo, JA',\n",
       "  ' Popoola, SI',\n",
       "  ' Omole, DO',\n",
       "  ' Odukoya, JA',\n",
       "  ' Ajayi, PO',\n",
       "  ' Aboyade, M',\n",
       "  ' Atayero, AA'],\n",
       " 719: ['Han, N', ' Nam, Y'],\n",
       " 720: ['Chen, BY', ' Bastedo, K', ' Howard, W'],\n",
       " 721: ['Djonko-Moore, CM',\n",
       "  ' Leonard, J',\n",
       "  ' Holifield, Q',\n",
       "  ' Bailey, EB',\n",
       "  ' Almughyirah, SM'],\n",
       " 722: ['Smith, C', ' Watson, J'],\n",
       " 723: ['Cevik, M'],\n",
       " 724: ['Knipprath, H',\n",
       "  ' Thibaut, L',\n",
       "  ' Buyse, MP',\n",
       "  ' Ceuppens, S',\n",
       "  ' De Loof, H',\n",
       "  ' De Meester, J',\n",
       "  ' Goovaerts, L',\n",
       "  ' Struyf, A',\n",
       "  ' Boeve-De Pauw, J',\n",
       "  ' Depaepe, F',\n",
       "  ' Deprez, J',\n",
       "  ' De Cock, M',\n",
       "  ' Hellinckx, L',\n",
       "  ' Langie, G',\n",
       "  ' Struyven, K',\n",
       "  ' Van de Velde, D',\n",
       "  ' Van Petegem, P',\n",
       "  ' Dehaene, W'],\n",
       " 725: ['Wendy'],\n",
       " 726: ['Dyer, RA'],\n",
       " 727: ['Leshner, AI'],\n",
       " 728: ['Cadaret, CN', ' Yates, DT'],\n",
       " 729: ['Kim, NJ', ' Belland, BR', ' Walker, AE'],\n",
       " 730: ['Love, TS', ' Wells, JG'],\n",
       " 731: ['Beymer, PN', ' Rosenberg, JM', ' Schmidt, JA', ' Naftzger, NJ'],\n",
       " 732: ['Ballen, CJ',\n",
       "  ' Thompson, SK',\n",
       "  ' Blum, JE',\n",
       "  ' Newstrom, NP',\n",
       "  ' Cotner, S'],\n",
       " 733: ['Saw, G', ' Chang, CN'],\n",
       " 734: ['Harris, A', ' de Bruin, LR'],\n",
       " 735: ['Lynch, SJ',\n",
       "  ' Burton, EP',\n",
       "  ' Behrend, T',\n",
       "  ' House, A',\n",
       "  ' Ford, M',\n",
       "  ' Spillane, N',\n",
       "  ' Matray, S',\n",
       "  ' Han, E',\n",
       "  ' Means, B'],\n",
       " 736: ['McNeely, CL', ' Fealing, KH'],\n",
       " 737: ['Woodgate, F'],\n",
       " 738: ['Garibay, JC'],\n",
       " 739: ['Fletcher, JD'],\n",
       " 740: ['Auerbach, AJJ', ' Andrews, TC'],\n",
       " 741: ['Craig, SD', ' Graesser, AC', ' Perez, RS'],\n",
       " 742: ['Holmes, K', ' Gore, J', ' Smith, M', ' Lloyd, A'],\n",
       " 743: ['Han, G', ' Martin, RA'],\n",
       " 744: ['Jung, SE', ' Won, ES'],\n",
       " 745: ['Thibaut, L', ' Knipprath, H', ' Dehaene, W', ' Depaepe, F'],\n",
       " 746: ['Romulo, CL', ' Raoufi, A', ' Largen, K', ' Schwebach, JR'],\n",
       " 747: ['Peters-Burton, E'],\n",
       " 748: ['Delahunty, T', ' Seery, N', ' Lynch, R'],\n",
       " 749: ['Malachowski, M'],\n",
       " 750: ['Chaytor, J', ' Karpovich, D', ' Cole, A'],\n",
       " 751: ['Corbo, J',\n",
       "  ' Falkenberg, K',\n",
       "  ' Ngai, C',\n",
       "  ' Pilgrim, M',\n",
       "  ' Quan, G',\n",
       "  ' Reinholz, D',\n",
       "  ' Wise, S'],\n",
       " 752: ['Kelleher, C', ' Turnpenny, B', ' Silva, A'],\n",
       " 753: ['Malachowski, M', ' Karukstis, K'],\n",
       " 754: ['Robinson, L', ' Carlson, P', ' Bishop, GR'],\n",
       " 755: ['Weaver, G'],\n",
       " 756: ['Martin-Ramos, P',\n",
       "  ' Lopes, MJ',\n",
       "  ' da Silva, MML',\n",
       "  ' Gomes, PEB',\n",
       "  ' da Silva, PSP',\n",
       "  ' Domingues, JPP',\n",
       "  ' Silva, MR'],\n",
       " 757: ['Mullet, DR', ' Kettler, T', ' Sabatini, A'],\n",
       " 758: ['Persaud-Sharma, D', ' Burns, J'],\n",
       " 759: ['Ellison, S', ' Allen, B'],\n",
       " 760: ['Mulligan, J', ' Woolcott, G', ' Mitchelmore, M', ' Davis, B'],\n",
       " 761: ['Bazelais, P', ' Doleck, T'],\n",
       " 762: ['Barak, M', ' Assal, M'],\n",
       " 763: ['Vakil, S'],\n",
       " 764: ['Tay, J', ' Salazar, A', ' Lee, H'],\n",
       " 765: ['Ihrig, LM', ' Lane, E', ' Mahatmya, D', ' Assouline, SG'],\n",
       " 766: ['Dare, EA', ' Ellis, JA', ' Roehrig, GH'],\n",
       " 767: ['Schwartz, JSJ'],\n",
       " 768: ['Howie, P'],\n",
       " 769: ['Hill-Cunningham, PR', ' Mott, MS', ' Hunt, AB'],\n",
       " 770: ['Ong, M', ' Smith, JM', ' Ko, LT'],\n",
       " 771: ['Xu, YJ'],\n",
       " 772: ['Jagannathan, R', ' Camasso, MJ', ' Delacalle, M'],\n",
       " 773: ['Young, J', ' Capraro, MM', ' Capraro, R', ' Cason, M'],\n",
       " 774: ['Brace, JL',\n",
       "  ' Baiduc, RR',\n",
       "  ' Drane, DL',\n",
       "  ' Flores, LC',\n",
       "  ' Beitel, GJ',\n",
       "  ' Lo, SM'],\n",
       " 775: ['Anisimova, TI', ' Shatunova, OV', ' Sabirova, FM'],\n",
       " 776: ['Huet, I'],\n",
       " 777: ['Weiner, S', ' Lande, M', ' Jordan, S'],\n",
       " 778: ['Goodnough, K'],\n",
       " 779: ['Essex, J', ' Haxton, K'],\n",
       " 780: ['Fernandez-Limon, C', ' Fernandez-Cardenas, JM', ' Galindo, AAG'],\n",
       " 781: ['Paredes, SG'],\n",
       " 782: ['Lamb, R',\n",
       "  ' Annetta, L',\n",
       "  ' Vallett, D',\n",
       "  ' Firestone, J',\n",
       "  ' Schmitter-Edgecombe, M',\n",
       "  ' Walker, H',\n",
       "  ' Deviller, N',\n",
       "  ' Hoston, D'],\n",
       " 783: ['Ridgeway, B', ' Brown, V'],\n",
       " 784: ['Tajmel, T', ' Salzmann, I'],\n",
       " 785: ['Goy, SC',\n",
       "  ' Wong, YL',\n",
       "  ' Low, WY',\n",
       "  ' Noor, SNM',\n",
       "  ' Fazli-Khalaf, Z',\n",
       "  ' Onyeneho, N',\n",
       "  ' Daniel, E',\n",
       "  ' Azizan, S',\n",
       "  ' Hasbullah, M',\n",
       "  ' GinikaUzoigwe, A'],\n",
       " 786: ['Bela, MT'],\n",
       " 787: ['Beason-Abmayr, B', ' Wilson, JS'],\n",
       " 788: ['Marshall, JA', ' Harron, JR'],\n",
       " 789: ['Sardesai, AN',\n",
       "  ' Segel, XM',\n",
       "  ' Baumholtz, MN',\n",
       "  ' Chen, YH',\n",
       "  ' Sun, RH',\n",
       "  ' Schork, BW',\n",
       "  ' Buonocore, R',\n",
       "  ' Wagner, KO',\n",
       "  ' Golecki, HM'],\n",
       " 790: ['Ring-Whalen, E', ' Dare, E', ' Roehrig, G', ' Titu, P', ' Crotty, E'],\n",
       " 791: ['Gabriel, BFCC',\n",
       "  ' Valente, R',\n",
       "  ' Dias-de-Oliveira, JA',\n",
       "  ' Neto, VFS',\n",
       "  ' De Andrade-Campos, AGD'],\n",
       " 792: ['London, JS', ' Mckenna, A', ' Huang, W', ' Molnar, A', ' Cruz, SN'],\n",
       " 793: ['London, J'],\n",
       " 794: ['Da Costa, LAC', ' Cabral, TCB', ' Santos, FD'],\n",
       " 795: ['DeCoito, I', ' Myszkal, P'],\n",
       " 796: ['Khanaposhtani, MG',\n",
       "  ' Liu, CJ',\n",
       "  ' Gottesman, BL',\n",
       "  ' Shepardson, D',\n",
       "  ' Pijanowski, B'],\n",
       " 797: ['Vennix, J', ' den Brok, P', ' Taconis, R'],\n",
       " 798: ['Overbey, TA', ' Dotson, DS', ' LaBadie, MM'],\n",
       " 799: ['Bartholomew, SR', ' Nadelson, LS', ' Goodridge, WH', ' Reeve, EM'],\n",
       " 800: ['Ariyo, O', ' Hagler, A', ' Armstrong, M', ' Woodson, HM'],\n",
       " 801: ['Morze, NV', ' Gladun, MA', ' Dziuba, SM'],\n",
       " 802: ['Chen, GA', ' Buell, JY'],\n",
       " 803: ['Schwartz-DuPre, RL', ' Parmett, HM'],\n",
       " 804: ['Cohen, B'],\n",
       " 805: ['York, E'],\n",
       " 806: ['Simunovic, M', ' Ercegovac, IR', ' Burusic, J'],\n",
       " 807: ['Young, AM', ' Wendel, PJ', ' Esson, JM', ' Plank, KM'],\n",
       " 808: ['Zaher, AA', ' Damaj, IW'],\n",
       " 809: ['Ireland, DT',\n",
       "  ' Freeman, KE',\n",
       "  ' Winston-Proctor, CE',\n",
       "  ' DeLaine, KD',\n",
       "  ' Lowe, SM',\n",
       "  ' Woodson, KM'],\n",
       " 810: ['Selwitz, JL', ' Ahring, B', ' Garcia-Perez, M', ' Morrison, J'],\n",
       " 811: ['Jones, LCR', ' McDermott, HJ', ' Tyrer, JR', ' Zanker, NP'],\n",
       " 812: ['Heuring, J'],\n",
       " 813: [\"O'Byrne, WI\",\n",
       "  ' Radakovic, N',\n",
       "  ' Hunter-Doniger, T',\n",
       "  ' Fox, M',\n",
       "  ' Kern, R',\n",
       "  ' Parnell, S'],\n",
       " 814: ['Yildirim, B', ' Sidekli, S'],\n",
       " 815: ['Malhotra, Y'],\n",
       " 816: ['Steele, A', ' Ashworth, EL'],\n",
       " 817: ['Craig, CJ', ' Verma, R', ' Stokes, D', ' Evans, P', ' Abrol, B'],\n",
       " 818: ['Cukurova, M', ' Bennett, J', ' Abrahams, I'],\n",
       " 819: ['Toma, RB', ' Greca, IM'],\n",
       " 820: ['Barelli, E',\n",
       "  ' Branchetti, L',\n",
       "  ' Tasquier, G',\n",
       "  ' Albertazzi, L',\n",
       "  ' Levrini, O'],\n",
       " 821: ['Jeannis, H',\n",
       "  ' Joseph, J',\n",
       "  ' Goldberg, M',\n",
       "  ' Seelman, K',\n",
       "  ' Schmeler, M',\n",
       "  ' Cooper, RA'],\n",
       " 822: ['Adkins, SJ', ' Rock, RK', ' Morris, JJ'],\n",
       " 823: ['Crawford, MB',\n",
       "  ' Wilson-Kennedy, ZS',\n",
       "  ' Thomas, GA',\n",
       "  ' Gilman, SD',\n",
       "  ' Warner, IM'],\n",
       " 824: ['Burgos, D', ' Corbi, A'],\n",
       " 825: ['Akcaoglu, M', ' Rosenberg, JM', ' Ranellucci, J', ' Schwarz, CV'],\n",
       " 826: ['Fendos, J'],\n",
       " 827: ['Sadler, K', ' Eilam, E', ' Bigger, SW', ' Barry, F'],\n",
       " 828: ['Tsai, HY', ' Chung, CC', ' Lou, SJ'],\n",
       " 829: ['diSessa, AA'],\n",
       " 830: ['Makino, M',\n",
       "  ' Suzuki, K',\n",
       "  ' Takamatsu, K',\n",
       "  ' Shiratori, A',\n",
       "  ' Saito, A',\n",
       "  ' Sakai, K',\n",
       "  ' Furukawa, H'],\n",
       " 831: ['Castro-Felix, E', ' Daniels, H'],\n",
       " 832: ['Aslam, F', ' Adefila, A', ' Bagiya, Y'],\n",
       " 833: ['Watermeyer, R', ' Montgomery, C'],\n",
       " 834: ['Martinez, NPS', ' Rodriguez, EQ'],\n",
       " 835: ['Gilroy, P'],\n",
       " 836: ['Montgomery, C', ' Fernandez-Cardenas, JM'],\n",
       " 837: ['Mestre, JP', ' Cheville, A', ' Herman, GL'],\n",
       " 838: ['Simoniello, C', ' Watson, S'],\n",
       " 839: ['Grout, I'],\n",
       " 840: ['LaForce, M', ' Noble, E', ' Blackwell, C'],\n",
       " 841: ['Hoeg, D', ' Bencze, L'],\n",
       " 842: ['Junaidi, MIM',\n",
       "  ' Zain, SM',\n",
       "  ' Hamid, R',\n",
       "  ' Basri, NEA',\n",
       "  ' Suja, F',\n",
       "  ' Osman, SA',\n",
       "  ' Yasin, RM'],\n",
       " 843: ['Yamagata, H', ' Morita, T'],\n",
       " 844: ['Muramatsu, S', ' Chugo, D', ' Yokota, S', ' Hashimoto, H'],\n",
       " 845: ['Kozan, S',\n",
       "  ' Blustein, DL',\n",
       "  ' Barnett, M',\n",
       "  ' Wong, C',\n",
       "  ' Connors-Kellgren, A',\n",
       "  ' Haley, J',\n",
       "  ' Patchen, A',\n",
       "  ' Olle, C',\n",
       "  ' Diemer, MA',\n",
       "  ' Floyd, A',\n",
       "  ' Tan, RPB',\n",
       "  ' Wan, D'],\n",
       " 846: ['Talanquer, V', ' Pollard, J'],\n",
       " 847: ['Hand, S', ' Rice, L', ' Greenlee, E'],\n",
       " 848: ['Dennin, M',\n",
       "  ' Schultz, ZD',\n",
       "  ' Feig, A',\n",
       "  ' Finkelstein, N',\n",
       "  ' Greenhoot, AF',\n",
       "  ' Hildreth, M',\n",
       "  ' Leibovich, AK',\n",
       "  ' Martin, JD',\n",
       "  ' Moldwin, MB',\n",
       "  \" O'Dowd, DK\",\n",
       "  ' Posey, LA',\n",
       "  ' Smith, TL',\n",
       "  ' Miller, ER'],\n",
       " 849: ['Bazelais, P', ' Doleck, T', ' Lemay, DJ'],\n",
       " 850: ['Kadota, K'],\n",
       " 851: ['Belland, BR', ' Walker, AE', ' Kim, NJ'],\n",
       " 852: ['Sit, SM', ' Brudzinski, MR'],\n",
       " 853: ['Miller, BAK'],\n",
       " 854: ['Wolfmeyer, M', ' Lupinacci, J', ' Chesky, N'],\n",
       " 855: ['McGee, E', ' Bentley, L'],\n",
       " 856: ['Martin-Ramos, P',\n",
       "  ' Lopes, MJ',\n",
       "  ' da Silva, MML',\n",
       "  ' Gomes, PEB',\n",
       "  ' da Silva, PSP',\n",
       "  ' Domingues, JPP',\n",
       "  ' Silva, MR'],\n",
       " 857: ['Wolfmeyer, M', ' Lupinacci, J'],\n",
       " 858: ['Cole, P', \" O'Riley, P\"],\n",
       " 859: ['Enlow, JL', ' Marin, DM', ' Walter, MG'],\n",
       " 860: ['Ziaeefard, S', ' Miller, MH', ' Rastgaar, M', ' Mahmoudian, N'],\n",
       " 861: ['Gilligan, KA', ' Flouri, E', ' Farran, EK'],\n",
       " 862: ['Zellmer, AJ', ' Sherman, A'],\n",
       " 863: ['Aslan-Tutak, F', ' Akaygun, S', ' Tezsezen, S'],\n",
       " 864: ['Balakrishnan, B', ' Azman, MNA'],\n",
       " 865: ['Lantz, C', ' Dede, C'],\n",
       " 866: ['Sublett, C', ' Gottfried, MA'],\n",
       " 867: ['Asik, G', ' Kucuk, ZD', ' Helvaci, B', ' Corlu, MS'],\n",
       " 868: ['Zhou, YS', ' Fan, XT', ' Wei, XX', ' Tai, RH'],\n",
       " 869: ['Hoskins, SG', ' Gottesman, AJ', ' Kenyon, KL'],\n",
       " 870: ['Gagnier, KM', ' Atit, K', ' Ormand, CJ', ' Shipley, TF'],\n",
       " 871: ['Nelson, BC', ' Bowman, C', ' Bowman, J'],\n",
       " 872: ['Boyce, AS'],\n",
       " 873: ['Gasman, M', ' Nguyen, TH', ' Samayoa, AC', ' Corral, D'],\n",
       " 874: ['Outlay, CN', ' Platt, AJ', ' Conroy, K'],\n",
       " 875: ['Hudley, AHC', ' Mallinson, C'],\n",
       " 876: ['Pellas, N', ' Kazanidis, I', ' Konstantinou, N', ' Georgiou, G'],\n",
       " 877: ['Havran, JC',\n",
       "  ' Stowe, KA',\n",
       "  ' Blanchard, TA',\n",
       "  ' Kandl, KL',\n",
       "  ' Kimball, ME',\n",
       "  ' Richter, SC',\n",
       "  ' Swain, HM',\n",
       "  ' Lohrer, FE',\n",
       "  ' Angell, DD',\n",
       "  ' Terhune, TM'],\n",
       " 878: ['Robert, J', ' Carlsen, WS'],\n",
       " 879: ['Means, B',\n",
       "  ' Wang, HW',\n",
       "  ' Wei, X',\n",
       "  ' Lynch, S',\n",
       "  ' Peters, V',\n",
       "  ' Young, V',\n",
       "  ' Allen, C'],\n",
       " 880: ['Anderson, KL',\n",
       "  ' Kaden, U',\n",
       "  ' Druckenmiller, PS',\n",
       "  ' Fowell, S',\n",
       "  ' Spangler, MA',\n",
       "  ' Huettmann, F',\n",
       "  ' Ickert-Bond, SM'],\n",
       " 881: ['Stipanovic, N', ' Woo, H'],\n",
       " 882: ['Aragon, OR', ' Dovidio, JF', ' Graham, MJ'],\n",
       " 883: ['Park, MH', ' Dimitrov, DM', ' Patterson, LG', ' Park, DY'],\n",
       " 884: ['Leshner, A'],\n",
       " 885: ['Yuen, P', ' Lau, CMD', ' Yen, E'],\n",
       " 886: ['Asghar, A', ' Sladeczek, IE', ' Mercier, J', ' Beaudoin, E'],\n",
       " 887: ['Hubbs, NB', ' Parent, KN', ' Stoltzfus, JR'],\n",
       " 888: ['Choi, GY', ' Behm-Morawitz, E'],\n",
       " 889: ['Seel, NM'],\n",
       " 890: ['Jensen, JL', ' Neeley, S', ' Hatch, JB', ' Piorczynski, T'],\n",
       " 891: ['Stanford, C',\n",
       "  ' Cole, R',\n",
       "  ' Froyd, J',\n",
       "  ' Henderson, C',\n",
       "  ' Friedrichsen, D',\n",
       "  ' Khatri, R'],\n",
       " 892: ['Budinski, N'],\n",
       " 893: ['Bicer, A', ' Capraro, RM', ' Capraro, MM'],\n",
       " 894: ['Dolan, EL'],\n",
       " 895: ['Castellanos, J', ' Haya, PA', ' Urquiza-Fuentes, J'],\n",
       " 896: ['Henderson, C',\n",
       "  ' Connolly, M',\n",
       "  ' Dolan, EL',\n",
       "  ' Finkelstein, N',\n",
       "  ' Franklin, S',\n",
       "  ' Malcom, S',\n",
       "  ' Rasmussen, C',\n",
       "  ' Redd, K',\n",
       "  ' St John, K'],\n",
       " 897: ['Dennehy, TC', ' Dasgupta, N'],\n",
       " 898: ['Banerjee, PA'],\n",
       " 899: ['Audette, MA',\n",
       "  ' Jovanovic, VM',\n",
       "  ' Bilgen, O',\n",
       "  ' Arcaute, K',\n",
       "  ' Dean, AW'],\n",
       " 900: ['EL-Deghaidy, H', ' Mansour, N', ' Alzaghibi, M', ' Alhammad, K'],\n",
       " 901: ['Gasman, M',\n",
       "  ' Nguyen, TH',\n",
       "  ' Conrad, CF',\n",
       "  ' Lundberg, T',\n",
       "  ' Commodore, F'],\n",
       " 902: ['Wagner, TP', ' McCormick, K', ' Martinez, DM'],\n",
       " 903: ['Kopcha, TJ',\n",
       "  ' McGregor, J',\n",
       "  ' Shin, S',\n",
       "  ' Qian, Y',\n",
       "  ' Choi, J',\n",
       "  ' Hill, R',\n",
       "  ' Mativo, J',\n",
       "  ' Choi, I'],\n",
       " 904: ['Banerjee, PA'],\n",
       " 905: ['Ertl, B', ' Luttenberger, S', ' Paechter, M'],\n",
       " 906: ['Shahali, EHM',\n",
       "  ' Halim, L',\n",
       "  ' Rasul, MS',\n",
       "  ' Osman, K',\n",
       "  ' Zulkifeli, MA'],\n",
       " 907: ['van der Wal, NJ', ' Bakker, A', ' Drijvers, P'],\n",
       " 908: ['Larson, RC', ' Murray, ME'],\n",
       " 909: ['Abdullah, Z', ' Shukor, NA'],\n",
       " 910: ['Malik, NA'],\n",
       " 911: ['English, LD'],\n",
       " 912: ['Geist, M', ' Steinbach, T'],\n",
       " 913: ['Hu, DL', ' Lefton, L', ' Ludovice, PJ'],\n",
       " 914: ['Perez-Felkneri, L', ' Nix, S', ' Thomas, K'],\n",
       " 915: ['Bell, J'],\n",
       " 916: ['Boleware, M', ' Sharma, A', ' Wiggins, J'],\n",
       " 917: ['Fakayode, S',\n",
       "  ' Tinsley, J',\n",
       "  ' Abiera, VS',\n",
       "  ' Mehta, D',\n",
       "  ' Smith, J',\n",
       "  ' Whitehead, N',\n",
       "  ' Elzey, B',\n",
       "  ' Appah, E'],\n",
       " 918: ['Malachowski, M', ' Karukstis, K', ' Osborn, J', ' Ambos, E'],\n",
       " 919: ['Samudio, B',\n",
       "  ' Lakkis, H',\n",
       "  ' Nicholas, A',\n",
       "  ' Billings, C',\n",
       "  ' Abbott, F',\n",
       "  ' Idrovo, J',\n",
       "  ' Schaffer, J',\n",
       "  ' Mergens, L',\n",
       "  ' Lozancich, M',\n",
       "  ' Kim, P',\n",
       "  ' Yamanishi, T',\n",
       "  ' Kirkevold, T',\n",
       "  ' Lakkis, Y'],\n",
       " 920: ['Kumar, V', ' Sharma, D'],\n",
       " 921: ['Tekerek, M', ' Tekerek, B'],\n",
       " 922: ['Han, S'],\n",
       " 923: ['Karam, R',\n",
       "  ' Pane, JF',\n",
       "  ' Griffin, BA',\n",
       "  ' Robyn, A',\n",
       "  ' Phillips, A',\n",
       "  ' Daugherty, L'],\n",
       " 924: ['Benjamin, TE',\n",
       "  ' Marks, B',\n",
       "  ' Demetrikopoulos, MK',\n",
       "  ' Rose, J',\n",
       "  ' Pollard, E',\n",
       "  ' Thomas, A',\n",
       "  ' Muldrow, LL'],\n",
       " 925: ['Cramer, JM', ' Hamilton, PT'],\n",
       " 926: ['Belland, BR', ' Walker, AE', ' Kim, NJ', ' Lefler, M'],\n",
       " 927: ['Zhurakovsky, VM', ' Baryshnikova, MY', ' Vorov, AB'],\n",
       " 928: ['Yee, SP'],\n",
       " 929: ['Radloff, J', ' Guzey, S'],\n",
       " 930: ['Blackley, S',\n",
       "  ' Sheffield, R',\n",
       "  ' Maynard, N',\n",
       "  ' Koul, R',\n",
       "  ' Walker, R'],\n",
       " 931: ['Frederich, M', ' Flefel, I', ' Roese, U', ' Bymers, L', ' Zeeman, S'],\n",
       " 932: ['Thomas, VG', ' Parsons, BA'],\n",
       " 933: ['Hains-Wesson, R', ' Young, K'],\n",
       " 934: ['Peng, C', ' Cao, LZ', ' Timalsena, S'],\n",
       " 935: ['Guloy, S', ' Salimi, F', ' Cukierman, D', ' Thompson, DM'],\n",
       " 936: ['Barnes, ME', ' Truong, JM', ' Brownell, SE'],\n",
       " 937: ['Resnick, I', ' Davatzes, A', ' Newcombe, NS', ' Shipley, TF'],\n",
       " 938: ['Gamse, BC', ' Martinez, A', ' Bozzi, L'],\n",
       " 939: ['Salami, MK', ' Makela, CJ', ' de Miranda, MA'],\n",
       " 940: ['McGarr, O', ' Lynch, R'],\n",
       " 941: ['Thurston, LP', ' Shuman, C', ' Middendorf, BJ', ' Johnson, C'],\n",
       " 942: ['Gerber, LC',\n",
       "  ' Calasanz-Kaiser, A',\n",
       "  ' Hyman, L',\n",
       "  ' Voitiuk, K',\n",
       "  ' Patil, U',\n",
       "  ' Riedel-Kruse, IH'],\n",
       " 943: ['Hoeg, DG', ' Bencze, JL'],\n",
       " 944: ['Lee, A'],\n",
       " 945: ['Kutzner, M', ' Pearson, B'],\n",
       " 946: ['Manduca, CA',\n",
       "  ' Iverson, ER',\n",
       "  ' Luxenberg, M',\n",
       "  ' Macdonald, RH',\n",
       "  ' McConnell, DA',\n",
       "  ' Mogk, DW',\n",
       "  ' Tewksbury, BJ'],\n",
       " 947: ['Bodycombe, D'],\n",
       " 948: ['Daniels, G'],\n",
       " 949: ['Boyd, M', ' Tian, SY'],\n",
       " 950: ['Foley, AE',\n",
       "  ' Herts, JB',\n",
       "  ' Borgonovi, F',\n",
       "  ' Guerriero, S',\n",
       "  ' Levine, SC',\n",
       "  ' Beilock, SL'],\n",
       " 951: ['Smyrnova-Trybulska, E',\n",
       "  ' Morze, N',\n",
       "  ' Kommers, P',\n",
       "  ' Zuziak, W',\n",
       "  ' Gladun, M'],\n",
       " 952: ['Berland, LK', ' Steingut, R'],\n",
       " 953: ['Shernoff, DJ', ' Sinha, S', ' Bressler, DM', ' Ginsburg, L'],\n",
       " 954: ['Itzek-Greulich, H', ' Vollmer, C'],\n",
       " 955: ['Ring, EA', ' Dare, EA', ' Crotty, EA', ' Roehrig, GH'],\n",
       " 956: ['Letnikova, G', ' Xu, N'],\n",
       " 957: ['Belardo, C', ' Burrows, AC', ' Dambekalns, L'],\n",
       " 958: ['Chittum, JR', ' Jones, BD', ' Akalin, S', ' Schram, AB'],\n",
       " 959: ['Duodu, E', ' Noble, J', ' Yusuf, Y', ' Garay, C', ' Bean, C'],\n",
       " 960: ['Estapa, AT', ' Tank, KM'],\n",
       " 961: ['Herro, D', ' Quigley, C', ' Andrews, J', ' Delacruz, G'],\n",
       " 962: ['Hora, MT', ' Oleson, AK'],\n",
       " 963: ['Khatri, R',\n",
       "  ' Henderson, C',\n",
       "  ' Cole, R',\n",
       "  ' Froyd, JE',\n",
       "  ' Friedrichsen, D',\n",
       "  ' Stanford, C'],\n",
       " 964: ['Landrum, RE', ' Viskupic, K', ' Shadle, SE', ' Bullock, D'],\n",
       " 965: ['McConnell, III'],\n",
       " 966: ['McFadden, JR', ' Roehrig, GH'],\n",
       " 967: ['Shadle, SE', ' Marker, A', ' Earl, B'],\n",
       " 968: ['Burte, H', ' Gardony, AL', ' Hutton, A', ' Taylor, HA'],\n",
       " 969: ['Nathan, MJ', ' Walkington, C'],\n",
       " 970: ['Resnick, I', ' Davatzes, A', ' Newcombe, NS', ' Shipley, TF'],\n",
       " 971: ['Simpson, TW', ' Williams, CB', ' Hripko, M'],\n",
       " 972: ['Campbell, C', ' Rolls, J'],\n",
       " 973: ['Linvill, DL', ' Cranmer, GA'],\n",
       " 974: ['Sheffield, R', ' Koul, R', ' Blackley, S', ' Maynard, N'],\n",
       " 975: ['Fitzallen, N', ' Brown, NR'],\n",
       " 976: ['Riley, D'],\n",
       " 977: ['Carter, L'],\n",
       " 978: ['Stryzhak, OY', ' Slipukhina, IA', ' Polikhun, NI', ' Chernetckiy, IS'],\n",
       " 979: ['Bell, D', ' Wooff, D', ' McLain, M', ' Morrison-Love, D'],\n",
       " 980: ['Buxton, C', ' Harper, S', ' Payne, YD', ' Allexsaht-Snider, M'],\n",
       " 981: ['Bullock, EC'],\n",
       " 982: ['Won, SGL', ' Evans, MA', ' Huang, LX'],\n",
       " 983: ['Casas, Y', ' Blanco-Blanco, A'],\n",
       " 984: ['Redman, C'],\n",
       " 985: ['Kordaki, M', ' Berdousis, I'],\n",
       " 986: ['Nemorin, S', ' Selwyn, N'],\n",
       " 987: ['Sengupta, P', ' Shanahan, MC'],\n",
       " 988: ['Musah, RA', ' Ford, M'],\n",
       " 989: ['Fisher, DR', ' Bagiati, A', ' Sarma, S'],\n",
       " 990: ['Hernandez, PR', ' Estrada, M', ' Woodcock, A', ' Schultz, PW'],\n",
       " 991: ['Wang, XL', ' Sun, N', ' Lee, SY', ' Wagner, B'],\n",
       " 992: ['Hansen-Thomas, H', ' Langman, J'],\n",
       " 993: ['Pearson, G'],\n",
       " 994: ['Cavlazoglu, B', ' Stuessy, C'],\n",
       " 995: ['Schnittka, C'],\n",
       " 996: ['Kimmel, H', ' Hirsch, L', ' Burr-Alexander, L', ' Rockland, R'],\n",
       " 997: ['Vidic, AD'],\n",
       " 998: ['Dana-Picard, T', ' Zeitoun, D'],\n",
       " 999: ['Smith, E', ' White, P'],\n",
       " ...}"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# F-2 \n",
    "AU_dict = {}\n",
    "for i,item in enumerate(AU_list):\n",
    "#     print(item.split(';'))\n",
    "    AU_dict[i] = str(item).split(';')\n",
    "AU_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: {'author_list': ['Han, XY',\n",
       "   ' Stocking, G',\n",
       "   ' Gebbie, MA',\n",
       "   ' Appelbaum, RP'],\n",
       "  'author_num': 4},\n",
       " 1: {'author_list': ['De Castell, S',\n",
       "   ' Larios, H',\n",
       "   ' Jenson, J',\n",
       "   ' Smith, DH'],\n",
       "  'author_num': 4},\n",
       " 2: {'author_list': ['Putansu, SR'], 'author_num': 1},\n",
       " 3: {'author_list': ['Cira, NJ',\n",
       "   ' Chung, AM',\n",
       "   ' Denisin, AK',\n",
       "   ' Rensi, S',\n",
       "   ' Sanchez, GN',\n",
       "   ' Quake, SR',\n",
       "   ' Riedel-Kruse, IH'],\n",
       "  'author_num': 7},\n",
       " 4: {'author_list': ['Komoroske, LM',\n",
       "   ' Hameed, SO',\n",
       "   ' Szoboszlai, AI',\n",
       "   ' Newsom, AJ',\n",
       "   ' Williams, SL'],\n",
       "  'author_num': 5},\n",
       " 5: {'author_list': ['Bystydzienski, JM', ' Eisenhart, M', ' Bruning, M'],\n",
       "  'author_num': 3},\n",
       " 6: {'author_list': ['Lamb, R', ' Akmal, T', ' Petrie, K'], 'author_num': 3},\n",
       " 7: {'author_list': ['Su, R', ' Rounds, J'], 'author_num': 2},\n",
       " 8: {'author_list': ['Miller, DI', ' Wai, J'], 'author_num': 2},\n",
       " 9: {'author_list': ['Yee, K'], 'author_num': 1},\n",
       " 10: {'author_list': ['Adedokun, OA', ' Liu, J', ' Parker, LC', ' Burgess, W'],\n",
       "  'author_num': 4},\n",
       " 11: {'author_list': ['Hestenes, D'], 'author_num': 1},\n",
       " 12: {'author_list': ['Han, S', ' Yalvac, B', ' Capraro, MM', ' Capraro, RM'],\n",
       "  'author_num': 4},\n",
       " 13: {'author_list': ['Rozek, CS',\n",
       "   ' Hyde, JS',\n",
       "   ' Svoboda, RC',\n",
       "   ' Hulleman, CS',\n",
       "   ' Harackiewicz, JM'],\n",
       "  'author_num': 5},\n",
       " 14: {'author_list': ['Milner, AR'], 'author_num': 1},\n",
       " 15: {'author_list': ['Hieb, JL',\n",
       "   ' Lyle, KB',\n",
       "   ' Ralston, PAS',\n",
       "   ' Chariker, J'],\n",
       "  'author_num': 4},\n",
       " 16: {'author_list': ['Pietsch, RB', ' Bohland, CL', ' Schmale, DG'],\n",
       "  'author_num': 3},\n",
       " 17: {'author_list': ['Chang, SH',\n",
       "   ' Ku, AC',\n",
       "   ' Yu, LC',\n",
       "   ' Wu, TC',\n",
       "   ' Kuo, BC'],\n",
       "  'author_num': 5},\n",
       " 18: {'author_list': ['Whannell, R', ' Tobias, S'], 'author_num': 2},\n",
       " 19: {'author_list': ['Cantero, JD', ' Saorin, JL', ' Melian, D', ' Meier, C'],\n",
       "  'author_num': 4},\n",
       " 20: {'author_list': ['Huang, PH', ' Chiu, MC', ' Hwang, SL', ' Wang, JL'],\n",
       "  'author_num': 4},\n",
       " 21: {'author_list': ['Rogers, M', ' Pfaff, T', ' Hamilton, J', ' Erkan, A'],\n",
       "  'author_num': 4},\n",
       " 22: {'author_list': ['Shahali, EHM',\n",
       "   ' Halim, L',\n",
       "   ' Rasul, S',\n",
       "   ' Osman, K',\n",
       "   ' Ikhsan, Z',\n",
       "   ' Rahim, F'],\n",
       "  'author_num': 6},\n",
       " 23: {'author_list': ['Belland, BR', ' Walker, AE', ' Olsen, MW', ' Leary, H'],\n",
       "  'author_num': 4},\n",
       " 24: {'author_list': ['Xie, Y', ' Fang, M', ' Shauman, K'], 'author_num': 3},\n",
       " 25: {'author_list': ['Hudson, P',\n",
       "   ' English, LD',\n",
       "   ' Dawes, L',\n",
       "   ' King, D',\n",
       "   ' Baker, S'],\n",
       "  'author_num': 5},\n",
       " 26: {'author_list': ['Goldfien, AC', ' Badway, NN'], 'author_num': 2},\n",
       " 27: {'author_list': ['Thomas, AS',\n",
       "   ' Bonner, SM',\n",
       "   ' Everson, HT',\n",
       "   ' Somers, JA'],\n",
       "  'author_num': 4},\n",
       " 28: {'author_list': ['Karahan, E', ' Canbazoglu Bilici, S', ' Unal, A'],\n",
       "  'author_num': 3},\n",
       " 29: {'author_list': ['Erdogan, N', ' Stuessy, CL'], 'author_num': 2},\n",
       " 30: {'author_list': ['Bursztyn, N',\n",
       "   ' Pederson, J',\n",
       "   ' Shelton, B',\n",
       "   ' Walker, A',\n",
       "   ' Campbell, T'],\n",
       "  'author_num': 5},\n",
       " 31: {'author_list': ['Vate-U-Lan, P'], 'author_num': 1},\n",
       " 32: {'author_list': ['Bagiati, A',\n",
       "   ' Yoon, SY',\n",
       "   ' Evangelou, D',\n",
       "   ' Magana, A',\n",
       "   ' Kaloustian, G',\n",
       "   ' Zhu, JB'],\n",
       "  'author_num': 6},\n",
       " 33: {'author_list': ['English, LD', ' King, DT'], 'author_num': 2},\n",
       " 34: {'author_list': ['Li, S', ' Ernst, JV', ' Williams, TO'],\n",
       "  'author_num': 3},\n",
       " 35: {'author_list': ['Mulqueeny, K',\n",
       "   ' Kostyuk, V',\n",
       "   ' Baker, RS',\n",
       "   ' Ocumpaugh, J'],\n",
       "  'author_num': 4},\n",
       " 36: {'author_list': ['Lee, YJ', ' Anderson, E', ' Bronstein, L'],\n",
       "  'author_num': 3},\n",
       " 37: {'author_list': ['Dutta, A',\n",
       "   ' Kang, HJ',\n",
       "   ' Kaya, C',\n",
       "   ' Benton, SF',\n",
       "   ' Sharp, SE',\n",
       "   ' Chan, F',\n",
       "   ' Cardoso, ED',\n",
       "   ' Kundu, M'],\n",
       "  'author_num': 8},\n",
       " 38: {'author_list': ['Hawley, CE', ' Cardoso, E', ' McMahon, BT'],\n",
       "  'author_num': 3},\n",
       " 39: {'author_list': ['Anderson, MK',\n",
       "   ' Tenenbaum, LS',\n",
       "   ' Ramadorai, SB',\n",
       "   ' Yourick, DL'],\n",
       "  'author_num': 4},\n",
       " 40: {'author_list': ['Cook, G'], 'author_num': 1},\n",
       " 41: {'author_list': ['Arrieta, D', ' Kern, J'], 'author_num': 2},\n",
       " 42: {'author_list': ['Borowczak, M'], 'author_num': 1},\n",
       " 43: {'author_list': ['Poland, S', ' Plevyak, L'], 'author_num': 2},\n",
       " 44: {'author_list': ['Howe, C',\n",
       "   ' Luthman, S',\n",
       "   ' Ruthven, K',\n",
       "   ' Mercer, N',\n",
       "   ' Hofmann, R',\n",
       "   ' Ilie, S',\n",
       "   ' Guardia, P'],\n",
       "  'author_num': 7},\n",
       " 45: {'author_list': ['Wasserman, NH', ' Rossi, D'], 'author_num': 2},\n",
       " 46: {'author_list': ['Gonzales, AN',\n",
       "   ' Van Tuyl, L',\n",
       "   ' Martinez, B',\n",
       "   ' Hasper, E',\n",
       "   ' Hedgpeth, T',\n",
       "   ' Windhorst, RA',\n",
       "   ' Baluch, DP'],\n",
       "  'author_num': 7},\n",
       " 47: {'author_list': ['Byars-Winston, A'], 'author_num': 1},\n",
       " 48: {'author_list': ['Suchman, EL'], 'author_num': 1},\n",
       " 49: {'author_list': ['Micari, M', ' Pazos, P'], 'author_num': 2},\n",
       " 50: {'author_list': ['Dabney, KP', ' Tai, RH'], 'author_num': 2},\n",
       " 51: {'author_list': ['Fakayode, SO',\n",
       "   ' Pollard, DA',\n",
       "   ' Snipes, VT',\n",
       "   ' Atkinson, A'],\n",
       "  'author_num': 4},\n",
       " 52: {'author_list': ['Rushton, GT',\n",
       "   ' Ray, HE',\n",
       "   ' Criswell, BA',\n",
       "   ' Polizzi, SJ',\n",
       "   ' Bearss, CJ',\n",
       "   ' Levelsmier, N',\n",
       "   ' Chhita, H',\n",
       "   ' Kirchhoff, M'],\n",
       "  'author_num': 8},\n",
       " 53: {'author_list': ['nan'], 'author_num': 1},\n",
       " 54: {'author_list': ['Evans, MA',\n",
       "   ' Lopez, M',\n",
       "   ' Maddox, D',\n",
       "   ' Drape, T',\n",
       "   ' Duke, R'],\n",
       "  'author_num': 5},\n",
       " 55: {'author_list': ['Winters, JV'], 'author_num': 1},\n",
       " 56: {'author_list': ['Rogers-Chapman, MF'], 'author_num': 1},\n",
       " 57: {'author_list': ['Berk, LJ',\n",
       "   ' Muret-Wagstaff, SL',\n",
       "   ' Goyal, R',\n",
       "   ' Joyal, JA',\n",
       "   ' Gordon, JA',\n",
       "   ' Faux, R',\n",
       "   ' Oriol, NE'],\n",
       "  'author_num': 7},\n",
       " 58: {'author_list': ['Cole, R',\n",
       "   ' Stanford, C',\n",
       "   ' Froyd, J',\n",
       "   ' Khatri, R',\n",
       "   ' Henderson, C'],\n",
       "  'author_num': 5},\n",
       " 59: {'author_list': ['Deards, KD', ' Burks, R'], 'author_num': 2},\n",
       " 60: {'author_list': ['Warner, IM',\n",
       "   ' Crawford, M',\n",
       "   ' Wilson, Z',\n",
       "   ' Pang, SS',\n",
       "   ' Wright, A',\n",
       "   ' Li, GQ',\n",
       "   ' Thomas, G'],\n",
       "  'author_num': 7},\n",
       " 61: {'author_list': ['Gulwani, S'], 'author_num': 1},\n",
       " 62: {'author_list': ['Supalo, CA', ' Hill, AA', ' Larrick, CG'],\n",
       "  'author_num': 3},\n",
       " 63: {'author_list': ['Roberts, K'], 'author_num': 1},\n",
       " 64: {'author_list': ['Bamberger, YM'], 'author_num': 1},\n",
       " 65: {'author_list': ['[Anonymous]'], 'author_num': 1},\n",
       " 66: {'author_list': ['Talanquer, V'], 'author_num': 1},\n",
       " 67: {'author_list': ['Nelatury, SR'], 'author_num': 1},\n",
       " 68: {'author_list': ['Brown, AS'], 'author_num': 1},\n",
       " 69: {'author_list': ['Bragg, DD', ' Taylor, JL'], 'author_num': 2},\n",
       " 70: {'author_list': ['Allen-Ramdial, SAA', ' Campbell, AG'], 'author_num': 2},\n",
       " 71: {'author_list': ['Cohen, CA', ' Hegarty, M'], 'author_num': 2},\n",
       " 72: {'author_list': ['Lin, PC', ' Hou, HT', ' Wu, SY', ' Chang, KE'],\n",
       "  'author_num': 4},\n",
       " 73: {'author_list': ['Chen, CF', ' Tomsovic, K', ' Aydeniz, M'],\n",
       "  'author_num': 3},\n",
       " 74: {'author_list': ['Smith, JL',\n",
       "   ' Cech, E',\n",
       "   ' Metz, A',\n",
       "   ' Huntoon, M',\n",
       "   ' Moyer, C'],\n",
       "  'author_num': 5},\n",
       " 75: {'author_list': ['[Anonymous]'], 'author_num': 1},\n",
       " 76: {'author_list': ['Freeman, S',\n",
       "   ' Eddy, SL',\n",
       "   ' McDonough, M',\n",
       "   ' Smith, MK',\n",
       "   ' Okoroafor, N',\n",
       "   ' Jordt, H',\n",
       "   ' Wenderoth, MP'],\n",
       "  'author_num': 7},\n",
       " 77: {'author_list': ['Bahri, NM', ' Suryawati, E', ' Osman, K'],\n",
       "  'author_num': 3},\n",
       " 78: {'author_list': ['Fadzil, HM', ' Saat, RM'], 'author_num': 2},\n",
       " 79: {'author_list': ['Meng, CC', ' Idris, N', ' Eu, LK'], 'author_num': 3},\n",
       " 80: {'author_list': ['Osman, K', ' Saat, RM'], 'author_num': 2},\n",
       " 81: {'author_list': ['Jayarajah, K', ' Saat, RM', ' Rauf, RAA'],\n",
       "  'author_num': 3},\n",
       " 82: {'author_list': ['Dickerson, DL',\n",
       "   ' Eckhoff, A',\n",
       "   ' Stewart, CO',\n",
       "   ' Chappell, S',\n",
       "   ' Hathcock, S'],\n",
       "  'author_num': 5},\n",
       " 83: {'author_list': ['Cwikla, J', ' Milroy, S', ' Reider, D', ' Skelton, T'],\n",
       "  'author_num': 4},\n",
       " 84: {'author_list': ['Fakayode, SO',\n",
       "   ' Yakubu, M',\n",
       "   ' Adeyeye, OM',\n",
       "   ' Pollard, DA',\n",
       "   ' Mohammed, AK'],\n",
       "  'author_num': 5},\n",
       " 85: {'author_list': ['Lester, JC',\n",
       "   ' Spires, HA',\n",
       "   ' Nietfeld, JL',\n",
       "   ' Minogue, J',\n",
       "   ' Mott, BW',\n",
       "   ' Lobene, EV'],\n",
       "  'author_num': 6},\n",
       " 86: {'author_list': ['Janelle, DG', ' Hegarty, M', ' Newcombe, NS'],\n",
       "  'author_num': 3},\n",
       " 87: {'author_list': ['Besterfield-Sacre, M',\n",
       "   ' Cox, MF',\n",
       "   ' Borrego, M',\n",
       "   ' Beddoes, K',\n",
       "   ' Zhu, JB'],\n",
       "  'author_num': 5},\n",
       " 88: {'author_list': ['Borrego, M', ' Henderson, C'], 'author_num': 2},\n",
       " 89: {'author_list': ['Vercellotti, S', ' Vercellotti, J'], 'author_num': 2},\n",
       " 90: {'author_list': ['Fakayode, SO',\n",
       "   ' Pollard, DA',\n",
       "   ' Snipes, VT',\n",
       "   ' Atkinson, A'],\n",
       "  'author_num': 4},\n",
       " 91: {'author_list': ['Kisiel, JF'], 'author_num': 1},\n",
       " 92: {'author_list': ['Theobald, R', ' Freeman, S'], 'author_num': 2},\n",
       " 93: {'author_list': ['Saxton, E',\n",
       "   ' Burns, R',\n",
       "   ' Holveck, S',\n",
       "   ' Kelley, S',\n",
       "   ' Prince, D',\n",
       "   ' Rigelman, N',\n",
       "   ' Skinner, EA'],\n",
       "  'author_num': 7},\n",
       " 94: {'author_list': ['Muindi, F', ' Guha, M'], 'author_num': 2},\n",
       " 95: {'author_list': ['Barker, BS', ' Nugent, G', ' Grandgenett, NF'],\n",
       "  'author_num': 3},\n",
       " 96: {'author_list': ['Hernandez, PR',\n",
       "   ' Bodin, R',\n",
       "   ' Elliott, JW',\n",
       "   ' Ibrahim, B',\n",
       "   ' Rambo-Hernandez, KE',\n",
       "   ' Chen, TW',\n",
       "   ' de Miranda, MA'],\n",
       "  'author_num': 7},\n",
       " 97: {'author_list': ['Sahin, A', ' Ayar, MC', ' Adiguzel, T'],\n",
       "  'author_num': 3},\n",
       " 98: {'author_list': ['Adamuti-Trache, M', ' Sweet, R'], 'author_num': 2},\n",
       " 99: {'author_list': ['Donovan, BM',\n",
       "   ' Mateos, DM',\n",
       "   ' Osborne, JF',\n",
       "   ' Bisaccio, DJ'],\n",
       "  'author_num': 4},\n",
       " 100: {'author_list': ['Nicholls, GM',\n",
       "   ' Wolfe, H',\n",
       "   ' Besterfield-Sacre, M',\n",
       "   ' Shuman, LJ'],\n",
       "  'author_num': 4},\n",
       " 101: {'author_list': ['Corlu, MS', ' Capraro, RM', ' Capraro, MM'],\n",
       "  'author_num': 3},\n",
       " 102: {'author_list': ['Talaue, FT'], 'author_num': 1},\n",
       " 103: {'author_list': ['Bissaker, K'], 'author_num': 1},\n",
       " 104: {'author_list': ['nan'], 'author_num': 1},\n",
       " 105: {'author_list': ['Assefa, SG', ' Rorissa, A'], 'author_num': 2},\n",
       " 106: {'author_list': ['MacPhee, D', ' Farro, S', ' Canetto, SS'],\n",
       "  'author_num': 3},\n",
       " 107: {'author_list': ['Merolla, DM', ' Serpe, RT'], 'author_num': 2},\n",
       " 108: {'author_list': ['Wang, MT', ' Degol, J'], 'author_num': 2},\n",
       " 109: {'author_list': ['Doyle, KMH', ' Vale, RD'], 'author_num': 2},\n",
       " 110: {'author_list': ['Taylor, HA', ' Hutton, A'], 'author_num': 2},\n",
       " 111: {'author_list': ['Uttal, DH', ' Miller, DI', ' Newcombe, NS'],\n",
       "  'author_num': 3},\n",
       " 112: {'author_list': ['Hughes, RM', ' Nzekwe, B', ' Molyneaux, KJ'],\n",
       "  'author_num': 3},\n",
       " 113: {'author_list': ['Towns, M',\n",
       "   ' Thompson, J',\n",
       "   ' Christensen, W',\n",
       "   ' Rasmussen, C'],\n",
       "  'author_num': 4},\n",
       " 114: {'author_list': ['Else-Quest, NM', ' Mineo, CC', ' Higgins, A'],\n",
       "  'author_num': 3},\n",
       " 115: {'author_list': ['Corlu, MS'], 'author_num': 1},\n",
       " 116: {'author_list': [\"D'Avanzo, C\"], 'author_num': 1},\n",
       " 117: {'author_list': ['Wang, XL'], 'author_num': 1},\n",
       " 118: {'author_list': ['Miller, DI', ' Halpern, DF'], 'author_num': 2},\n",
       " 119: {'author_list': ['McCright, AM',\n",
       "   \" O'Shea, BW\",\n",
       "   ' Sweeder, RD',\n",
       "   ' Urquhart, GR',\n",
       "   ' Zeleke, A'],\n",
       "  'author_num': 5},\n",
       " 120: {'author_list': ['Borrego, M',\n",
       "   ' Cutler, S',\n",
       "   ' Prince, M',\n",
       "   ' Henderson, C',\n",
       "   ' Froyd, JE'],\n",
       "  'author_num': 5},\n",
       " 121: {'author_list': ['Mervis, J'], 'author_num': 1},\n",
       " 122: {'author_list': ['Malakoff, D', ' Mervis, J'], 'author_num': 2},\n",
       " 123: {'author_list': ['Ampaw, F', ' Partlo, M'], 'author_num': 2},\n",
       " 124: {'author_list': ['Eseryel, D', ' Ifenthaler, D', ' Ge, X'],\n",
       "  'author_num': 3},\n",
       " 125: {'author_list': ['Stewart, G'], 'author_num': 1},\n",
       " 126: {'author_list': ['Malakoff, D', ' Mervis, J'], 'author_num': 2},\n",
       " 127: {'author_list': ['Anderson, MA', ' Giordano, J'], 'author_num': 2},\n",
       " 128: {'author_list': ['Mervis, J'], 'author_num': 1},\n",
       " 129: {'author_list': ['Gandhi, E', ' Orgill, M', ' Schrader, PG'],\n",
       "  'author_num': 3},\n",
       " 130: {'author_list': ['Kukreti, AR', ' Maltbie, CV'], 'author_num': 2},\n",
       " 131: {'author_list': ['Tower, R'], 'author_num': 1},\n",
       " 132: {'author_list': ['Bakhiet, R', ' Carcia, T', ' Alvarez, R'],\n",
       "  'author_num': 3},\n",
       " 133: {'author_list': ['Dutnall, RN',\n",
       "   ' Banner, V',\n",
       "   ' Booker, A',\n",
       "   ' Vizzo, E',\n",
       "   ' Kane, C'],\n",
       "  'author_num': 5},\n",
       " 134: {'author_list': ['Krogh, LB', ' Andersen, HM'], 'author_num': 2},\n",
       " 135: {'author_list': ['Ryan, MS', ' White, JW'], 'author_num': 2},\n",
       " 136: {'author_list': ['[Anonymous]'], 'author_num': 1},\n",
       " 137: {'author_list': ['Nag, S', ' Katz, JG', ' Saenz-Otero, A'],\n",
       "  'author_num': 3},\n",
       " 138: {'author_list': ['McLurkin, J',\n",
       "   ' Rykowski, J',\n",
       "   ' John, M',\n",
       "   ' Kaseman, Q',\n",
       "   ' Lynch, AJ'],\n",
       "  'author_num': 5},\n",
       " 139: {'author_list': ['Tseng, KH', ' Chang, CC', ' Lou, SJ', ' Chen, WP'],\n",
       "  'author_num': 4},\n",
       " 140: {'author_list': ['Nadelson, LS',\n",
       "   ' Callahan, J',\n",
       "   ' Pyke, P',\n",
       "   ' Hay, A',\n",
       "   ' Dance, M',\n",
       "   ' Pfiester, J'],\n",
       "  'author_num': 6},\n",
       " 141: {'author_list': ['Blustein, DL',\n",
       "   ' Barnett, M',\n",
       "   ' Mark, S',\n",
       "   ' Depot, M',\n",
       "   ' Lovering, M',\n",
       "   ' Lee, Y',\n",
       "   ' Hu, Q',\n",
       "   ' Kim, J',\n",
       "   ' Backus, F',\n",
       "   ' Dillon-Lieberman, K',\n",
       "   ' DeBay, D'],\n",
       "  'author_num': 11},\n",
       " 142: {'author_list': ['Geisinger, BN', ' Raman, DR'], 'author_num': 2},\n",
       " 143: {'author_list': ['Engberg, ME', ' Wolniak, GC'], 'author_num': 2},\n",
       " 144: {'author_list': ['Andree, M', ' Hansson, L'], 'author_num': 2},\n",
       " 145: {'author_list': ['Hudson, P', ' English, LD', ' Dawes, L'],\n",
       "  'author_num': 3},\n",
       " 146: {'author_list': ['Martinez, E',\n",
       "   ' Lindline, J',\n",
       "   ' Petronis, MS',\n",
       "   ' Pilotti, M'],\n",
       "  'author_num': 4},\n",
       " 147: {'author_list': ['Banning, J', ' Folkestad, JE'], 'author_num': 2},\n",
       " 148: {'author_list': ['Cohen, CA', ' Hegarty, M'], 'author_num': 2},\n",
       " 149: {'author_list': ['Carmen, C'], 'author_num': 1},\n",
       " 150: {'author_list': ['Hudson, P', ' English, LD', ' Dawes, L', ' Macri, J'],\n",
       "  'author_num': 4},\n",
       " 151: {'author_list': ['Ashe, CA',\n",
       "   ' Yaron, DJ',\n",
       "   ' Carter, WC',\n",
       "   ' Chase, C',\n",
       "   ' Adamson, D',\n",
       "   ' Bartolo, L'],\n",
       "  'author_num': 6},\n",
       " 152: {'author_list': ['Cooper, MM'], 'author_num': 1},\n",
       " 153: {'author_list': ['Cooper, MM'], 'author_num': 1},\n",
       " 154: {'author_list': ['Brickman, P',\n",
       "   ' Gormally, C',\n",
       "   ' Francom, G',\n",
       "   ' Jardelezz, SE',\n",
       "   ' Schutte, VGW',\n",
       "   ' Jordan, C',\n",
       "   ' Kanizay, L'],\n",
       "  'author_num': 7},\n",
       " 155: {'author_list': ['Vazquez, AV',\n",
       "   ' McLoughlin, K',\n",
       "   ' Sabbagh, M',\n",
       "   ' Runkle, AC',\n",
       "   ' Simon, J',\n",
       "   ' Coppola, BP',\n",
       "   ' Pazicni, S'],\n",
       "  'author_num': 7},\n",
       " 156: {'author_list': ['Carr, RL', ' Bennett, LD', ' Strobel, J'],\n",
       "  'author_num': 3},\n",
       " 157: {'author_list': ['[Anonymous]'], 'author_num': 1},\n",
       " 158: {'author_list': ['Yu, CH', ' DiGangi, S', ' Jannasch-Pennell, A'],\n",
       "  'author_num': 3},\n",
       " 159: {'author_list': ['Cheville, RA'], 'author_num': 1},\n",
       " 160: {'author_list': ['Subramaniam, MM',\n",
       "   ' Ahn, J',\n",
       "   ' Fleischmann, KR',\n",
       "   ' Druin, A'],\n",
       "  'author_num': 4},\n",
       " 161: {'author_list': ['Tate, WF',\n",
       "   ' Jones, BD',\n",
       "   ' Thorne-Wallington, E',\n",
       "   ' Hogrebe, MC'],\n",
       "  'author_num': 4},\n",
       " 162: {'author_list': ['Schmidt, CD', ' Hardinge, GB', ' Rokutani, LJ'],\n",
       "  'author_num': 3},\n",
       " 163: {'author_list': ['Meyers, KL', ' Goodrich, V', ' Brockman, J'],\n",
       "  'author_num': 3},\n",
       " 164: {'author_list': ['Merwade, V', ' Ruddell, BL'], 'author_num': 2},\n",
       " 165: {'author_list': ['Sjaastad, J'], 'author_num': 1},\n",
       " 166: {'author_list': ['Uttal, DH', ' Cohen, CA'], 'author_num': 2},\n",
       " 167: {'author_list': ['Fairburn, SM'], 'author_num': 1},\n",
       " 168: {'author_list': ['Henderson, C', ' Beach, A', ' Finkelstein, N'],\n",
       "  'author_num': 3},\n",
       " 169: {'author_list': ['Matthews, ME', ' Riga, AT'], 'author_num': 2},\n",
       " 170: {'author_list': ['Greenseid, LO', ' Lawrenz, F'], 'author_num': 2},\n",
       " 171: {'author_list': ['Rule, G', ' Kessler, A', ' Goodman, A', ' Bajzek, D'],\n",
       "  'author_num': 4},\n",
       " 172: {'author_list': ['Malcom, LE', ' Malcom, SM'], 'author_num': 2},\n",
       " 173: {'author_list': ['Myers, CB', ' Pavel, DM'], 'author_num': 2},\n",
       " 174: {'author_list': ['Capobianco, BM',\n",
       "   ' Diefes-Dux, HA',\n",
       "   ' Mena, I',\n",
       "   ' Weller, J'],\n",
       "  'author_num': 4},\n",
       " 175: {'author_list': ['Kaufman, SEE'], 'author_num': 1},\n",
       " 176: {'author_list': ['Eseryel, D', ' Ge, X', ' Ifenthaler, D', ' Law, V'],\n",
       "  'author_num': 4},\n",
       " 177: {'author_list': ['Washington, MY'], 'author_num': 1},\n",
       " 178: {'author_list': ['Lopez, E',\n",
       "   ' Kim, J',\n",
       "   ' Nandagopal, K',\n",
       "   ' Cardin, N',\n",
       "   ' Shavelson, RJ',\n",
       "   ' Penn, JH'],\n",
       "  'author_num': 6},\n",
       " 179: {'author_list': ['Woodard, LJ',\n",
       "   ' Wilson, JS',\n",
       "   ' Blankenship, J',\n",
       "   ' Quock, RM',\n",
       "   ' Lindsey, M',\n",
       "   ' Kinsler, JJ'],\n",
       "  'author_num': 6},\n",
       " 180: {'author_list': ['Smith, E'], 'author_num': 1},\n",
       " 181: {'author_list': ['English, LD', ' Hudson, P', ' Dawes, L'],\n",
       "  'author_num': 3},\n",
       " 182: {'author_list': ['Aslin, BA'], 'author_num': 1},\n",
       " 183: {'author_list': ['Denker, SP', ' Lindburg, L', ' Maderis, G'],\n",
       "  'author_num': 3},\n",
       " 184: {'author_list': ['Bybee, RW'], 'author_num': 1},\n",
       " 185: {'author_list': ['Foster, KM',\n",
       "   ' Bergin, KB',\n",
       "   ' McKenna, AF',\n",
       "   ' Millard, DL',\n",
       "   ' Perez, LC',\n",
       "   ' Prival, JT',\n",
       "   ' Rainey, DY',\n",
       "   ' Sevian, HM',\n",
       "   ' VanderPutten, EA',\n",
       "   ' Hamos, JE'],\n",
       "  'author_num': 10},\n",
       " 186: {'author_list': ['Nicholls, GM',\n",
       "   ' Wolfe, H',\n",
       "   ' Besterfield-Sacre, M',\n",
       "   ' Shuman, LJ'],\n",
       "  'author_num': 4},\n",
       " 187: {'author_list': ['Wadsworth, J'], 'author_num': 1},\n",
       " 188: {'author_list': ['Kaufman, T'], 'author_num': 1},\n",
       " 189: {'author_list': ['Wadsworth, J'], 'author_num': 1},\n",
       " 190: {'author_list': ['Mervis, J'], 'author_num': 1},\n",
       " 191: {'author_list': ['Riechert, SE', ' Post, BK'], 'author_num': 2},\n",
       " 192: {'author_list': ['Pazos, P', ' Micari, M', ' Light, G'],\n",
       "  'author_num': 3},\n",
       " 193: {'author_list': ['Hopkinson, P', ' James, P'], 'author_num': 2},\n",
       " 194: {'author_list': ['Mervis, J'], 'author_num': 1},\n",
       " 195: {'author_list': ['Stubbs, KN', ' Yanco, HA'], 'author_num': 2},\n",
       " 196: {'author_list': ['Mervis, J'], 'author_num': 1},\n",
       " 197: {'author_list': ['Labov, JB',\n",
       "   ' Singer, SR',\n",
       "   ' George, MD',\n",
       "   ' Schweingruber, HA',\n",
       "   ' Hilton, ML'],\n",
       "  'author_num': 5},\n",
       " 198: {'author_list': ['Cantrell, P', ' Ewing-Taylor, J'], 'author_num': 2},\n",
       " 199: {'author_list': ['Mervis, J'], 'author_num': 1},\n",
       " 200: {'author_list': ['Landers, J'], 'author_num': 1},\n",
       " 201: {'author_list': ['Wofford, J'], 'author_num': 1},\n",
       " 202: {'author_list': ['Mayo, MJ'], 'author_num': 1},\n",
       " 203: {'author_list': ['Amato-Henderson, S', ' Lehman, JB', ' Cattelino, P'],\n",
       "  'author_num': 3},\n",
       " 204: {'author_list': ['Depristo, A'], 'author_num': 1},\n",
       " 205: {'author_list': ['[Anonymous]'], 'author_num': 1},\n",
       " 206: {'author_list': ['Narum, JL'], 'author_num': 1},\n",
       " 207: {'author_list': ['Zappas, KR'], 'author_num': 1},\n",
       " 208: {'author_list': ['[Anonymous]'], 'author_num': 1},\n",
       " 209: {'author_list': ['Mervis, J',\n",
       "   ' Summers, M',\n",
       "   ' Mervis, J',\n",
       "   ' Pfirman, S'],\n",
       "  'author_num': 4},\n",
       " 210: {'author_list': ['Yoksh, RE'], 'author_num': 1},\n",
       " 211: {'author_list': ['Bhattacharjee, Y'], 'author_num': 1},\n",
       " 212: {'author_list': ['Nicholls, GM',\n",
       "   ' Wolfe, H',\n",
       "   ' Besterfield-Sacre, M',\n",
       "   ' Shuman, LJ',\n",
       "   ' Larpkiattaworn, S'],\n",
       "  'author_num': 5},\n",
       " 213: {'author_list': ['Strozak, VS'], 'author_num': 1},\n",
       " 214: {'author_list': ['Porter, AL',\n",
       "   ' Roessner, JD',\n",
       "   ' Oliver, S',\n",
       "   ' Johnson, D'],\n",
       "  'author_num': 4},\n",
       " 215: {'author_list': ['van Langen, A', ' Dekkers, H'], 'author_num': 2},\n",
       " 216: {'author_list': ['Martin, LMW'], 'author_num': 1},\n",
       " 217: {'author_list': ['Wise, JC',\n",
       "   ' Lee, SH',\n",
       "   ' Litzinger, T',\n",
       "   ' Marra, RM',\n",
       "   ' Palmer, B'],\n",
       "  'author_num': 5},\n",
       " 218: {'author_list': ['Khan, AM', \" D'Arcy, CE\", ' Olimpo, JT'],\n",
       "  'author_num': 3},\n",
       " 219: {'author_list': [\"D'Alessio, M\", ' Rushing, G', ' Gray, TL'],\n",
       "  'author_num': 3},\n",
       " 220: {'author_list': ['Henry, MA',\n",
       "   ' Shorter, S',\n",
       "   ' Charkoudian, LK',\n",
       "   ' Heemstra, JM',\n",
       "   ' Le, B',\n",
       "   ' Corwin, LA'],\n",
       "  'author_num': 6},\n",
       " 221: {'author_list': ['Vinje, H',\n",
       "   ' Brovold, H',\n",
       "   ' Almoy, T',\n",
       "   ' Froslie, KF',\n",
       "   ' Saebo, S'],\n",
       "  'author_num': 5},\n",
       " 222: {'author_list': ['Bacovic, M', ' Andrijasevic, Z', ' Pejovic, B'],\n",
       "  'author_num': 3},\n",
       " 223: {'author_list': ['Lin, CH', ' Yu, CC', ' Shih, PK', ' Wu, LY'],\n",
       "  'author_num': 4},\n",
       " 224: {'author_list': ['Sumen, OO', ' Calisici, H'], 'author_num': 2},\n",
       " 225: {'author_list': ['Capobianco, BM', ' Radloff, J', ' Clingerman, J'],\n",
       "  'author_num': 3},\n",
       " 226: {'author_list': ['Schellinger, J', ' Jaber, LZ', ' Southerland, SA'],\n",
       "  'author_num': 3},\n",
       " 227: {'author_list': ['Tekdal, M'], 'author_num': 1},\n",
       " 228: {'author_list': ['Huang, YZ', ' Liu, XH'], 'author_num': 2},\n",
       " 229: {'author_list': ['Romero-Ariza, M',\n",
       "   ' Quesada, A',\n",
       "   ' Abril, AM',\n",
       "   ' Cobo, C'],\n",
       "  'author_num': 4},\n",
       " 230: {'author_list': ['Morton, TR'], 'author_num': 1},\n",
       " 231: {'author_list': ['Davila, O', ' Rios, VM'], 'author_num': 2},\n",
       " 232: {'author_list': ['Queiruga-Dios, MA',\n",
       "   ' Lopez-Inesta, E',\n",
       "   ' Diez-Ojeda, M',\n",
       "   ' Saiz-Manzanares, MC',\n",
       "   ' Vazquez-Dorrio, JB'],\n",
       "  'author_num': 5},\n",
       " 233: {'author_list': ['Mulvey, KL',\n",
       "   ' Joy, A',\n",
       "   ' Caslin, M',\n",
       "   ' Orcutt, D',\n",
       "   ' Eseryel, D',\n",
       "   ' Katti, M'],\n",
       "  'author_num': 6},\n",
       " 234: {'author_list': ['Graham, MA'], 'author_num': 1},\n",
       " 235: {'author_list': ['Duan, RJ', ' Walker, GJ', ' Orthia, LA'],\n",
       "  'author_num': 3},\n",
       " 236: {'author_list': ['Skrentny, JD', ' Lewis, K'], 'author_num': 2},\n",
       " 237: {'author_list': ['Jackson, C',\n",
       "   ' Mohr-Schroeder, MJ',\n",
       "   ' Bush, SB',\n",
       "   ' Maiorca, C',\n",
       "   ' Roberts, T',\n",
       "   ' Yost, C',\n",
       "   ' Fowler, A'],\n",
       "  'author_num': 7},\n",
       " 238: {'author_list': ['Reinholz, DL', ' White, I', ' Andrews, T'],\n",
       "  'author_num': 3},\n",
       " 239: {'author_list': ['Ortiz-Revilla, J',\n",
       "   ' Greca, IM',\n",
       "   ' Meneses-Villagra, JA'],\n",
       "  'author_num': 3},\n",
       " 240: {'author_list': ['Bautista, A'], 'author_num': 1},\n",
       " 241: {'author_list': ['Davies, R', ' Trowsdale, J'], 'author_num': 2},\n",
       " 242: {'author_list': ['Sengupta-Irving, T'], 'author_num': 1},\n",
       " 243: {'author_list': ['Akbuga, E', ' Havan, S'], 'author_num': 2},\n",
       " 244: {'author_list': ['Ari, AG', ' Meco, G'], 'author_num': 2},\n",
       " 245: {'author_list': ['Edwards, B',\n",
       "   ' Edwards, BB',\n",
       "   ' Griffiths, S',\n",
       "   ' Reynolds, FF',\n",
       "   ' Stanford, A',\n",
       "   ' Woods, M'],\n",
       "  'author_num': 6},\n",
       " 246: {'author_list': ['Galino, JR', ' Tanaka, H'], 'author_num': 2},\n",
       " 247: {'author_list': ['Gurbuz, R', ' Calik, M'], 'author_num': 2},\n",
       " 248: {'author_list': ['Krstic, SVM', ' Radulovic, LRM'], 'author_num': 2},\n",
       " 249: {'author_list': ['Fraser, S',\n",
       "   ' Barnes, N',\n",
       "   ' Kilpatrick, S',\n",
       "   ' Guenther, J',\n",
       "   ' Nutton, G'],\n",
       "  'author_num': 5},\n",
       " 250: {'author_list': ['Dou, R', ' Cian, H', ' Espinosa-Suarez, V'],\n",
       "  'author_num': 3},\n",
       " 251: {'author_list': ['Lian, Y', ' Tsang, KK', ' Zhang, Y'], 'author_num': 3},\n",
       " 252: {'author_list': ['Cabell, AL'], 'author_num': 1},\n",
       " 253: {'author_list': ['Ewing, NN'], 'author_num': 1},\n",
       " 254: {'author_list': ['Johnson-Glenberg, MC', ' Bartolomea, H', ' Kalina, E'],\n",
       "  'author_num': 3},\n",
       " 255: {'author_list': ['Turner, A', ' Logan, M', ' Wilks, J'],\n",
       "  'author_num': 3},\n",
       " 256: {'author_list': ['Nakamura, AJ'], 'author_num': 1},\n",
       " 257: {'author_list': ['Tandrayen-Ragoobur, V', ' Gokulsing, D'],\n",
       "  'author_num': 2},\n",
       " 258: {'author_list': ['Tze, VMC', ' Li, JCH', ' Parker, PC'],\n",
       "  'author_num': 3},\n",
       " 259: {'author_list': ['Wieselmann, JR',\n",
       "   ' Dare, EA',\n",
       "   ' Roehrig, GH',\n",
       "   ' Ring-Whalen, EA'],\n",
       "  'author_num': 4},\n",
       " 260: {'author_list': ['Ustu, H', ' Saito, T', ' Tas, AM'], 'author_num': 3},\n",
       " 261: {'author_list': ['Blom, N', ' Abrie, AL'], 'author_num': 2},\n",
       " 262: {'author_list': ['Barger, N',\n",
       "   ' Martin, JS',\n",
       "   ' Boyle, EK',\n",
       "   ' Richmond, M',\n",
       "   ' Diogo, R'],\n",
       "  'author_num': 5},\n",
       " 263: {'author_list': ['Luo, T', ' So, WWM', ' Wan, ZH', ' Li, WC'],\n",
       "  'author_num': 4},\n",
       " 264: {'author_list': ['Amoako, S', ' Insaidoo, M'], 'author_num': 2},\n",
       " 265: {'author_list': ['Chung, SK', ' Li, D'], 'author_num': 2},\n",
       " 266: {'author_list': ['Sharma, G'], 'author_num': 1},\n",
       " 267: {'author_list': ['Hamilton, M',\n",
       "   \" O' Dwyer, A\",\n",
       "   ' Leavy, A',\n",
       "   ' Hourigan, M',\n",
       "   ' Carroll, C',\n",
       "   ' Corry, E'],\n",
       "  'author_num': 6},\n",
       " 268: {'author_list': ['Braund, M'], 'author_num': 1},\n",
       " 269: {'author_list': ['Douglass, H', ' Verma, G'], 'author_num': 2},\n",
       " 270: {'author_list': ['Belbase, S',\n",
       "   ' Mainali, BR',\n",
       "   ' Kasemsukpipat, W',\n",
       "   ' Tairab, H',\n",
       "   ' Gochoo, M',\n",
       "   ' Jarrah, A'],\n",
       "  'author_num': 6},\n",
       " 271: {'author_list': ['Gough, A'], 'author_num': 1},\n",
       " 272: {'author_list': ['Cobian, KP', ' Ramos, HV'], 'author_num': 2},\n",
       " 273: {'author_list': ['Lee, DJ'], 'author_num': 1},\n",
       " 274: {'author_list': ['Sulaeman, NF',\n",
       "   ' Putra, PDA',\n",
       "   ' Mineta, I',\n",
       "   ' Hakamada, H',\n",
       "   ' Takahashi, M',\n",
       "   ' Ide, Y',\n",
       "   ' Kumano, Y'],\n",
       "  'author_num': 7},\n",
       " 275: {'author_list': ['Alcaraz-Dominguez, S', ' Barajas, M'],\n",
       "  'author_num': 2},\n",
       " 276: {'author_list': ['Papadakis, S',\n",
       "   ' Vaiopoulou, J',\n",
       "   ' Sifaki, E',\n",
       "   ' Stamovlasis, D',\n",
       "   ' Kalogiannakis, M'],\n",
       "  'author_num': 5},\n",
       " 277: {'author_list': ['Ma, Y'], 'author_num': 1},\n",
       " 278: {'author_list': ['Akdere, M', ' Acheson, K', ' Jiang, YL'],\n",
       "  'author_num': 3},\n",
       " 279: {'author_list': ['Tang, W', ' Djuric, PM'], 'author_num': 2},\n",
       " 280: {'author_list': ['Eickholt, J', ' Johnson, MR', ' Seeling, P'],\n",
       "  'author_num': 3},\n",
       " 281: {'author_list': ['Uret, A', ' Ceylan, R'], 'author_num': 2},\n",
       " 282: {'author_list': ['Ghazzawi, D',\n",
       "   ' Pattison, DL',\n",
       "   ' Horn, C',\n",
       "   ' Hardy, J',\n",
       "   ' Brown, B'],\n",
       "  'author_num': 5},\n",
       " 283: {'author_list': ['Lange, AA', ' Nayfeld, I', ' Mano, H', ' Jung, K'],\n",
       "  'author_num': 4},\n",
       " 284: {'author_list': ['Tenhovirta, S',\n",
       "   ' Korhonen, T',\n",
       "   ' Seitamaa-Hakkarainen, P',\n",
       "   ' Hakkarainen, K'],\n",
       "  'author_num': 4},\n",
       " 285: {'author_list': ['Paluri, AR', ' Sonwaney, V'], 'author_num': 2},\n",
       " 286: {'author_list': ['Bilici, SC', ' Kupeli, MA', ' Guzey, SS'],\n",
       "  'author_num': 3},\n",
       " 287: {'author_list': ['Lamb, R', ' Hoston, D', ' Lin, J', ' Firestone, J'],\n",
       "  'author_num': 4},\n",
       " 288: {'author_list': ['Ucgul, M', ' Altiok, S'], 'author_num': 2},\n",
       " 289: {'author_list': ['Ekiz-Kiran, B', ' Aydin-Gunbatar, S'],\n",
       "  'author_num': 2},\n",
       " 290: {'author_list': ['Mwasiaji, E', ' Mambo, S', ' Mse, GS', ' Okumu, J'],\n",
       "  'author_num': 4},\n",
       " 291: {'author_list': ['Moon, J', ' Lee, S', ' Xu, XH'], 'author_num': 3},\n",
       " 292: {'author_list': ['Basaran, M', ' Erol, M'], 'author_num': 2},\n",
       " 293: {'author_list': ['Miller, MD',\n",
       "   ' Castillo, G',\n",
       "   ' Medoff, N',\n",
       "   ' Hardy, A'],\n",
       "  'author_num': 4},\n",
       " 294: {'author_list': ['Pelger, S'], 'author_num': 1},\n",
       " 295: {'author_list': ['Hourigan, M',\n",
       "   \" O'Dwyer, A\",\n",
       "   ' Leavy, AM',\n",
       "   ' Corry, E'],\n",
       "  'author_num': 4},\n",
       " 296: {'author_list': ['Loyalka, P',\n",
       "   ' Liu, OL',\n",
       "   ' Li, GR',\n",
       "   ' Kardanova, E',\n",
       "   ' Chirikov, I',\n",
       "   ' Hu, SF',\n",
       "   ' Yu, NN',\n",
       "   ' Ma, LP',\n",
       "   ' Guo, F',\n",
       "   ' Beteille, T',\n",
       "   ' Tognatta, N',\n",
       "   ' Gu, L',\n",
       "   ' Ling, GM',\n",
       "   ' Federiakin, D',\n",
       "   ' Wang, H',\n",
       "   ' Khanna, S',\n",
       "   ' Bhuradia, A',\n",
       "   ' Shi, ZL',\n",
       "   ' Li, YY'],\n",
       "  'author_num': 19},\n",
       " 297: {'author_list': ['Gross, TJ', ' Li, QX', ' McCarroll, P'],\n",
       "  'author_num': 3},\n",
       " 298: {'author_list': ['Rodriguez, S', ' Pilcher, A', ' Garcia-Tellez, N'],\n",
       "  'author_num': 3},\n",
       " 299: {'author_list': ['McManimon, SK'], 'author_num': 1},\n",
       " 300: {'author_list': ['Anuar, AM', ' Chankseliani, M'], 'author_num': 2},\n",
       " 301: {'author_list': ['Velasco, RCL', ' Hite, R', ' Milbourne, J'],\n",
       "  'author_num': 3},\n",
       " 302: {'author_list': ['Bondaryk, LG', ' Hsi, S', ' Van Doren, S'],\n",
       "  'author_num': 3},\n",
       " 303: {'author_list': ['Brancaccio-Taras, L',\n",
       "   ' Mawn, MV',\n",
       "   ' Premo, J',\n",
       "   ' Ramachandran, R'],\n",
       "  'author_num': 4},\n",
       " 304: {'author_list': ['Holly, M',\n",
       "   ' Pirker, J',\n",
       "   ' Resch, S',\n",
       "   ' Brettschuh, S',\n",
       "   ' Gutl, C'],\n",
       "  'author_num': 5},\n",
       " 305: {'author_list': ['Ozer, IE', ' Bilici, SC'], 'author_num': 2},\n",
       " 306: {'author_list': ['Gok, T'], 'author_num': 1},\n",
       " 307: {'author_list': ['Rico, A',\n",
       "   ' Agirre-Basurko, E',\n",
       "   ' Ruiz-Gonzalez, A',\n",
       "   ' Palacios-Agundez, I',\n",
       "   ' Zuazagoitia, D'],\n",
       "  'author_num': 5},\n",
       " 308: {'author_list': ['Lombardi, D', ' Shipley, TF'], 'author_num': 2},\n",
       " 309: {'author_list': ['Arevalo, MJ',\n",
       "   ' Cantera, MA',\n",
       "   ' Garcia-Marina, V',\n",
       "   ' Alves-Castro, M'],\n",
       "  'author_num': 4},\n",
       " 310: {'author_list': ['Razali, F'], 'author_num': 1},\n",
       " 311: {'author_list': ['Fraser, BJ', ' McLure, FI', ' Koul, RB'],\n",
       "  'author_num': 3},\n",
       " 312: {'author_list': ['Micari, M', ' Pazos, P'], 'author_num': 2},\n",
       " 313: {'author_list': ['Hsiao, PW', ' Su, CH'], 'author_num': 2},\n",
       " 314: {'author_list': ['Lee, DH',\n",
       "   ' Greer, SE',\n",
       "   ' Kuss, MA',\n",
       "   ' An, Y',\n",
       "   ' Dudley, AT'],\n",
       "  'author_num': 5},\n",
       " 315: {'author_list': ['Andrews, ME', ' Borrego, M', ' Boklage, A'],\n",
       "  'author_num': 3},\n",
       " 316: {'author_list': ['Karahan, E', ' Kara, A', ' Akcay, AO'],\n",
       "  'author_num': 3},\n",
       " 317: {'author_list': ['Cheng, L',\n",
       "   ' Antonenko, P',\n",
       "   ' Ritzhaupt, AD',\n",
       "   ' MacFadden, B'],\n",
       "  'author_num': 4},\n",
       " 318: {'author_list': ['Walker, JT', ' Kafai, YB'], 'author_num': 2},\n",
       " 319: {'author_list': ['Shin, M', ' Lee, JJ', ' Nelson, FP'], 'author_num': 3},\n",
       " 320: {'author_list': ['Yang, XT',\n",
       "   ' Rahimi, S',\n",
       "   ' Shute, V',\n",
       "   ' Kuba, R',\n",
       "   ' Smith, G',\n",
       "   ' Alonso-Fernandez, C'],\n",
       "  'author_num': 6},\n",
       " 321: {'author_list': ['Lindsay, SM'], 'author_num': 1},\n",
       " 322: {'author_list': ['Ng, DTK', ' Chu, SKW'], 'author_num': 2},\n",
       " 323: {'author_list': ['Whitcomb, KM', ' Singh, C'], 'author_num': 2},\n",
       " 324: {'author_list': ['Hansen, KS'], 'author_num': 1},\n",
       " 325: {'author_list': ['Sandrone, S',\n",
       "   ' Scott, G',\n",
       "   ' Anderson, WJ',\n",
       "   ' Musunuru, K'],\n",
       "  'author_num': 4},\n",
       " 326: {'author_list': ['Liu, YH',\n",
       "   ' Rollins, AM',\n",
       "   ' Levenson, RM',\n",
       "   ' Fereidouni, F',\n",
       "   ' Jenkins, MW'],\n",
       "  'author_num': 5},\n",
       " 327: {'author_list': ['Peeters, W'], 'author_num': 1},\n",
       " 328: {'author_list': ['Delahunty, T', ' Kimbell, R'], 'author_num': 2},\n",
       " 329: {'author_list': ['Hachey, AC', ' An, SA', ' Golding, DE'],\n",
       "  'author_num': 3},\n",
       " 330: {'author_list': ['Jackson, A',\n",
       "   ' Godwin, A',\n",
       "   ' Bartholomew, S',\n",
       "   ' Mentzer, N'],\n",
       "  'author_num': 4},\n",
       " 331: {'author_list': ['So, WWM'], 'author_num': 1},\n",
       " 332: {'author_list': ['Rashid, R'], 'author_num': 1},\n",
       " 333: {'author_list': ['Gouvea, JS'], 'author_num': 1},\n",
       " 334: {'author_list': ['Aguilera, D',\n",
       "   ' Lupianez, JL',\n",
       "   ' Vilchez-Gonzalez, JM',\n",
       "   ' Perales-Palacios, FJ'],\n",
       "  'author_num': 4},\n",
       " 335: {'author_list': ['Khamhaengpol, A',\n",
       "   ' Sriprom, M',\n",
       "   ' Chuamchaitrakool, P'],\n",
       "  'author_num': 3},\n",
       " 336: {'author_list': ['Boice, KL',\n",
       "   ' Jackson, JR',\n",
       "   ' Alemdar, M',\n",
       "   ' Rao, AE',\n",
       "   ' Grossman, S',\n",
       "   ' Usselman, M'],\n",
       "  'author_num': 6},\n",
       " 337: {'author_list': ['Mikhailova, EA',\n",
       "   ' Post, CJ',\n",
       "   ' Schlautman, MA',\n",
       "   ' Xu, LY',\n",
       "   ' Younts, GL'],\n",
       "  'author_num': 5},\n",
       " 338: {'author_list': ['Chondrogiannis, E',\n",
       "   ' Symeonaki, E',\n",
       "   ' Papachristos, D',\n",
       "   ' Loukatos, D',\n",
       "   ' Arvanitis, KG'],\n",
       "  'author_num': 5},\n",
       " 339: {'author_list': ['Adams, EL'], 'author_num': 1},\n",
       " 340: {'author_list': ['White, BA', ' Miles, JR', ' Frantell, KA'],\n",
       "  'author_num': 3},\n",
       " 341: {'author_list': ['Loyalka, P',\n",
       "   ' Liu, OL',\n",
       "   ' Li, GR',\n",
       "   ' Kardanova, E',\n",
       "   ' Chirikov, I',\n",
       "   ' Hu, SF',\n",
       "   ' Yu, NN',\n",
       "   ' Ma, LP',\n",
       "   ' Guo, F',\n",
       "   ' Beteille, T',\n",
       "   ' Tognatta, N',\n",
       "   ' Gu, L',\n",
       "   ' Ling, GM',\n",
       "   ' Federiakin, D',\n",
       "   ' Wang, H',\n",
       "   ' Khanna, S',\n",
       "   ' Bhuradia, A',\n",
       "   ' Shi, ZL',\n",
       "   ' Li, YY'],\n",
       "  'author_num': 19},\n",
       " 342: {'author_list': ['Jones, LCR',\n",
       "   ' McDermott, HJ',\n",
       "   ' Tyrer, JR',\n",
       "   ' Zanker, NP'],\n",
       "  'author_num': 4},\n",
       " 343: {'author_list': ['Schallert, S', ' Lavicza, Z', ' Vandervieren, E'],\n",
       "  'author_num': 3},\n",
       " 344: {'author_list': ['Apkarian, N',\n",
       "   ' Henderson, C',\n",
       "   ' Stains, M',\n",
       "   ' Raker, J',\n",
       "   ' Johnson, E',\n",
       "   ' Dancy, M'],\n",
       "  'author_num': 6},\n",
       " 345: {'author_list': ['Hwang, Y'], 'author_num': 1},\n",
       " 346: {'author_list': ['Garbin, FGD', ' ten Caten, CS', ' Pacheco, DAD'],\n",
       "  'author_num': 3},\n",
       " 347: {'author_list': ['Lachney, M',\n",
       "   ' Eglash, R',\n",
       "   ' Bennett, A',\n",
       "   ' Babbitt, W',\n",
       "   ' Foy, L',\n",
       "   ' Drazin, M',\n",
       "   ' Rich, KM'],\n",
       "  'author_num': 7},\n",
       " 348: {'author_list': ['Price, E',\n",
       "   ' Lau, AC',\n",
       "   ' Goldberg, F',\n",
       "   ' Turpen, C',\n",
       "   ' Smith, PS',\n",
       "   ' Dancy, M',\n",
       "   ' Robinson, S'],\n",
       "  'author_num': 7},\n",
       " 349: {'author_list': ['Ishak, SA', ' Din, R', ' Hasran, UA'],\n",
       "  'author_num': 3},\n",
       " 350: {'author_list': ['Rabin, JM',\n",
       "   ' Burgasser, A',\n",
       "   ' Bussey, TJ',\n",
       "   ' Eggers, J',\n",
       "   ' Lo, SM',\n",
       "   ' Seethaler, S',\n",
       "   ' Stevens, L',\n",
       "   ' Weizman, H'],\n",
       "  'author_num': 8},\n",
       " 351: {'author_list': ['Kwon, H', ' Capraro, RM', ' Capraro, MM'],\n",
       "  'author_num': 3},\n",
       " 352: {'author_list': ['Basu, AC',\n",
       "   ' Hill, AS',\n",
       "   ' Isaacs, AK',\n",
       "   ' Mondoux, MA',\n",
       "   ' Mruczek, REB',\n",
       "   ' Narita, T'],\n",
       "  'author_num': 6},\n",
       " 353: {'author_list': ['Shu, Y', ' Huang, TC'], 'author_num': 2},\n",
       " 354: {'author_list': ['Vater, A',\n",
       "   ' Mayoral, J',\n",
       "   ' Nunez-Castilla, J',\n",
       "   ' Labonte, JW',\n",
       "   ' Briggs, LA',\n",
       "   ' Gray, JJ',\n",
       "   ' Makarevitch, I',\n",
       "   ' Rumjahn, SM',\n",
       "   ' Siegel, JB'],\n",
       "  'author_num': 9},\n",
       " 355: {'author_list': ['Almukhambetova, A', ' Kuzhabekova, A'],\n",
       "  'author_num': 2},\n",
       " 356: {'author_list': ['Ottemo, A', ' Gonsalves, AJ', ' Danielsson, AT'],\n",
       "  'author_num': 3},\n",
       " 357: {'author_list': ['Race, AI',\n",
       "   ' De Jesus, M',\n",
       "   ' Beltran, RS',\n",
       "   ' Zavaleta, ES'],\n",
       "  'author_num': 4},\n",
       " 358: {'author_list': ['Gya, R', ' Bjune, AE'], 'author_num': 2},\n",
       " 359: {'author_list': ['Lissitsa, S', ' Chachashvili-Bolotin, S'],\n",
       "  'author_num': 2},\n",
       " 360: {'author_list': ['Melak, A', ' Singh, S'], 'author_num': 2},\n",
       " 361: {'author_list': ['Sommers, AS', ' Richter-Egger, D', ' Cutucache, CE'],\n",
       "  'author_num': 3},\n",
       " 362: {'author_list': ['Garces, JM',\n",
       "   ' Almagro, CV',\n",
       "   ' Lunghi, G',\n",
       "   ' Di Castro, M',\n",
       "   ' Buonocore, LR',\n",
       "   ' Prades, RM',\n",
       "   ' Masi, A'],\n",
       "  'author_num': 7},\n",
       " 363: {'author_list': ['Yusof, YM', ' Ayob, A', ' Saad, MHM'],\n",
       "  'author_num': 3},\n",
       " 364: {'author_list': ['Rahman, SMM'], 'author_num': 1},\n",
       " 365: {'author_list': ['Araya, R', ' Collanqui, P'], 'author_num': 2},\n",
       " 366: {'author_list': ['Yllana-Prieto, F', ' Jeong, JS', ' Gonzalez-Gomez, D'],\n",
       "  'author_num': 3},\n",
       " 367: {'author_list': ['Ruiz-Sarmiento, JR',\n",
       "   ' Baltanas, SF',\n",
       "   ' Gonzalez-Jimenez, J'],\n",
       "  'author_num': 3},\n",
       " 368: {'author_list': ['Estevez-Mauriz, L', ' Baelo, R'], 'author_num': 2},\n",
       " 369: {'author_list': ['Santangelo, J',\n",
       "   ' Hobbie, L',\n",
       "   ' Lee, J',\n",
       "   ' Pullin, M',\n",
       "   ' Villa-Cuesta, E',\n",
       "   ' Hyslop, A'],\n",
       "  'author_num': 6},\n",
       " 370: {'author_list': ['Monkovic, JM',\n",
       "   ' Jones, SM',\n",
       "   ' Nicolas, M',\n",
       "   ' Katyal, P',\n",
       "   ' Punia, K',\n",
       "   ' Noland, D',\n",
       "   ' Montclare, JK'],\n",
       "  'author_num': 7},\n",
       " 371: {'author_list': ['Young, SA', ' Newton, AR', ' Fowler, SR', ' Park, J'],\n",
       "  'author_num': 4},\n",
       " 372: {'author_list': ['Wan, ZH', ' So, WMW', ' Hu, WP'], 'author_num': 3},\n",
       " 373: {'author_list': ['Means, B',\n",
       "   ' Wang, HW',\n",
       "   ' Wei, X',\n",
       "   ' Young, V',\n",
       "   ' Iwatani, E'],\n",
       "  'author_num': 5},\n",
       " 374: {'author_list': ['Pugh-Bernard, A', ' Kenyon, KL'], 'author_num': 2},\n",
       " 375: {'author_list': ['Koury, ST',\n",
       "   ' Carlin-Menter, S',\n",
       "   ' Dey-Rao, R',\n",
       "   ' Kelly, K'],\n",
       "  'author_num': 4},\n",
       " 376: {'author_list': ['Godec, S', ' Archer, L', ' Dawson, E'],\n",
       "  'author_num': 3},\n",
       " 377: {'author_list': ['Chen, XL', ' Zou, D', ' Xie, HR', ' Wang, FL'],\n",
       "  'author_num': 4},\n",
       " 378: {'author_list': ['Cherrstrom, CA', ' Lopez, OS', ' Ashford-Hanserd, S'],\n",
       "  'author_num': 3},\n",
       " 379: {'author_list': ['Morales, DX', ' Grineski, SE', ' Collins, TW'],\n",
       "  'author_num': 3},\n",
       " 380: {'author_list': ['Hackman, ST', ' Zhang, DH', ' He, JW'],\n",
       "  'author_num': 3},\n",
       " 381: {'author_list': ['Dolgopolovas, V', ' Dagiene, V'], 'author_num': 2},\n",
       " 382: {'author_list': ['Czocher, JA',\n",
       "   ' Melhuish, K',\n",
       "   ' Kandasamy, SS',\n",
       "   ' Roan, E'],\n",
       "  'author_num': 4},\n",
       " 383: {'author_list': ['Mylonas, G',\n",
       "   ' Paganelli, F',\n",
       "   ' Cuffaro, G',\n",
       "   ' Nesi, I',\n",
       "   ' Karantzis, D'],\n",
       "  'author_num': 5},\n",
       " 384: {'author_list': ['Li, H', ' Forbes, A', ' Yang, WP'], 'author_num': 3},\n",
       " 385: {'author_list': ['Hrynevych, LM',\n",
       "   ' Morze, NV',\n",
       "   ' Vember, VP',\n",
       "   ' Boiko, MA'],\n",
       "  'author_num': 4},\n",
       " 386: {'author_list': ['Kumar, V', ' Johnson, MD', ' Nepal, B', ' Ghoshal, G'],\n",
       "  'author_num': 4},\n",
       " 387: {'author_list': ['Levin, L', ' Verner, I'], 'author_num': 2},\n",
       " 388: {'author_list': ['Kucuk, ZD', ' Yabas, D', ' Boyaci, HS', ' Corlu, MS'],\n",
       "  'author_num': 4},\n",
       " 389: {'author_list': ['Kwan, R', ' Wong, BTM'], 'author_num': 2},\n",
       " 390: {'author_list': ['Albert, L'], 'author_num': 1},\n",
       " 391: {'author_list': ['Yean, AS', ' Syrene, S', ' Rahim, A'],\n",
       "  'author_num': 3},\n",
       " 392: {'author_list': ['Pajk, T',\n",
       "   ' Van Isacker, K',\n",
       "   ' Abersek, B',\n",
       "   ' Flogie, A'],\n",
       "  'author_num': 4},\n",
       " 393: {'author_list': ['Ahmad, J', ' Siew, NM'], 'author_num': 2},\n",
       " 394: {'author_list': ['Rodriguez, SL',\n",
       "   ' Espino, ML',\n",
       "   ' Le, BD',\n",
       "   ' Cunningham, KJ'],\n",
       "  'author_num': 4},\n",
       " 395: {'author_list': ['Damekova, SK',\n",
       "   ' Shuyushbayeva, NN',\n",
       "   ' Tanasheva, NK',\n",
       "   ' Ahayeva, GS',\n",
       "   ' Kaliyeva, AK'],\n",
       "  'author_num': 5},\n",
       " 396: {'author_list': ['Sagyndykova, Z',\n",
       "   ' Gazdiyeva, B',\n",
       "   ' Gabdullina, Z',\n",
       "   ' Akhmetzhanova, A',\n",
       "   ' Mektepbayeva, D',\n",
       "   ' Althonayan, A'],\n",
       "  'author_num': 6},\n",
       " 397: {'author_list': ['Ajit, G', ' Lucas, T', ' Kanyan, R'], 'author_num': 3},\n",
       " 398: {'author_list': ['Hurley, A',\n",
       "   ' Chevrette, MG',\n",
       "   ' Acharya, DD',\n",
       "   ' Lozano, GL',\n",
       "   ' Garavito, M',\n",
       "   ' Heinritz, J',\n",
       "   ' Balderrama, L',\n",
       "   ' Beebe, M',\n",
       "   ' DenHartog, ML',\n",
       "   ' Corinaldi, K',\n",
       "   ' Engels, R',\n",
       "   ' Gutierrez, A',\n",
       "   ' Jona, O',\n",
       "   ' Putnam, JHI',\n",
       "   ' Rhodes, B',\n",
       "   ' Tsang, T',\n",
       "   ' Hernandez, S',\n",
       "   ' Bascom-Slack, C',\n",
       "   ' Blum, JE',\n",
       "   ' Price, PA',\n",
       "   ' Davis, D',\n",
       "   ' Klein, J',\n",
       "   ' Pultorak, J',\n",
       "   ' Sullivan, NL',\n",
       "   ' Mouncey, NJ',\n",
       "   ' Dorrestein, PC',\n",
       "   ' Miller, S',\n",
       "   ' Broderick, NA',\n",
       "   ' Handelsman, J'],\n",
       "  'author_num': 29},\n",
       " 399: {'author_list': ['Flores, GM'], 'author_num': 1},\n",
       " 400: {'author_list': ['Hubbard, K'], 'author_num': 1},\n",
       " 401: {'author_list': ['Tanase, SI',\n",
       "   ' Buga, EM',\n",
       "   ' Poienariu, L',\n",
       "   ' Tanase, D'],\n",
       "  'author_num': 4},\n",
       " 402: {'author_list': ['Toma, RB', ' Garcia-Carmona, A'], 'author_num': 2},\n",
       " 403: {'author_list': ['Chise, D', ' Fort, M', ' Monfardini, C'],\n",
       "  'author_num': 3},\n",
       " 404: {'author_list': ['Buturlina, O',\n",
       "   ' Dovhal, S',\n",
       "   ' Hryhorov, H',\n",
       "   ' Lysokolenko, T',\n",
       "   ' Palahuta, V'],\n",
       "  'author_num': 5},\n",
       " 405: {'author_list': ['Silva-Diaz, F',\n",
       "   ' Carrillo-Rosua, J',\n",
       "   ' Fernandez-Plaza, JA'],\n",
       "  'author_num': 3},\n",
       " 406: {'author_list': ['Knight, GL'], 'author_num': 1},\n",
       " 407: {'author_list': ['Garcia, JA', ' Espinosa, MPP', ' Sanchez, JLS'],\n",
       "  'author_num': 3},\n",
       " 408: {'author_list': ['Ferrada, CAF', ' Diaz-Levicoy, DA', ' Rosua, FJC'],\n",
       "  'author_num': 3},\n",
       " 409: {'author_list': ['Hamilton, M'], 'author_num': 1},\n",
       " 410: {'author_list': ['Tsai, LT', ' Chang, CC', ' Cheng, HT'],\n",
       "  'author_num': 3},\n",
       " 411: {'author_list': ['Yucelyigit, S', ' Toker, Z'], 'author_num': 2},\n",
       " 412: {'author_list': ['Ling, LS', ' Pang, V', ' Lajium, D'], 'author_num': 3},\n",
       " 413: {'author_list': ['McIntyre, MM', ' Gundlach, JL', ' Graziano, WG'],\n",
       "  'author_num': 3},\n",
       " 414: {'author_list': ['Gonzalez-Pena, OI',\n",
       "   ' Moran-Soto, G',\n",
       "   ' Rodriguez-Masegosa, R',\n",
       "   ' Rodriguez-Lara, BM'],\n",
       "  'author_num': 4},\n",
       " 415: {'author_list': ['Gonzalez-Pena, OI',\n",
       "   ' Pena-Ortiz, MO',\n",
       "   ' Moran-Soto, G'],\n",
       "  'author_num': 3},\n",
       " 416: {'author_list': ['Nasri, N',\n",
       "   ' Rahimi, NM',\n",
       "   ' Nasri, NM',\n",
       "   ' Abd Talib, MA'],\n",
       "  'author_num': 4},\n",
       " 417: {'author_list': ['Tselegkaridis, S', ' Sapounidis, T'], 'author_num': 2},\n",
       " 418: {'author_list': ['Hali, AU', ' Aslam, S', ' Zhang, BH', ' Saleem, A'],\n",
       "  'author_num': 4},\n",
       " 419: {'author_list': ['Felder, RM'], 'author_num': 1},\n",
       " 420: {'author_list': ['Greca, IM', ' Ortiz-Revilla, J', ' Arriassecq, I'],\n",
       "  'author_num': 3},\n",
       " 421: {'author_list': ['Amo, D', ' Fox, P', ' Fonseca, D', ' Poyatos, C'],\n",
       "  'author_num': 4},\n",
       " 422: {'author_list': ['Arroyo, AC', ' Montes, MR', ' Quilis, JDS'],\n",
       "  'author_num': 3},\n",
       " 423: {'author_list': ['Chasteen, S'], 'author_num': 1},\n",
       " 424: {'author_list': ['Mutambara, D', ' Bayaga, A'], 'author_num': 2},\n",
       " 425: {'author_list': ['Mayorova, VI', ' Grishko, DA', ' Leonov, VV'],\n",
       "  'author_num': 3},\n",
       " 426: {'author_list': ['Wu, YF', ' Cheng, JM', ' Koszalka, TA'],\n",
       "  'author_num': 3},\n",
       " 427: {'author_list': ['Klutsch, CFC',\n",
       "   ' Aspholm, PE',\n",
       "   ' Polikarpova, N',\n",
       "   ' Veisblium, O',\n",
       "   ' Bjorn, TA',\n",
       "   ' Wikan, A',\n",
       "   ' Gonzalez, V',\n",
       "   ' Hagen, SB'],\n",
       "  'author_num': 8},\n",
       " 428: {'author_list': ['Gong, HJ', ' Park, H', ' Hagood, TC'],\n",
       "  'author_num': 3},\n",
       " 429: {'author_list': ['Apple, MW'], 'author_num': 1},\n",
       " 430: {'author_list': ['Huang, W',\n",
       "   ' Roscoe, R',\n",
       "   ' Johnson-Glenberg, MC',\n",
       "   ' Craig, SD'],\n",
       "  'author_num': 4},\n",
       " 431: {'author_list': ['Stiemsma, LT', ' Davis, SD', ' Brewster, JL'],\n",
       "  'author_num': 3},\n",
       " 432: {'author_list': ['Sabat, M',\n",
       "   ' Abdel-Massih, RM',\n",
       "   ' Kanaan, A',\n",
       "   ' Salloum, S',\n",
       "   ' Serhan, M',\n",
       "   ' Fares, R',\n",
       "   ' Haddad, N',\n",
       "   ' Melki, A'],\n",
       "  'author_num': 8},\n",
       " 433: {'author_list': ['Nguyen, AV',\n",
       "   ' Orlofsky, A',\n",
       "   ' Pubill, K',\n",
       "   ' Tawde, M',\n",
       "   ' Li, GZ',\n",
       "   ' Mata, D',\n",
       "   ' Bermudes, O',\n",
       "   ' Fernandez, M',\n",
       "   ' Santana, J',\n",
       "   ' Kim, W',\n",
       "   ' Chimbay, E',\n",
       "   ' Kim, Y',\n",
       "   ' Nguyen, T',\n",
       "   ' Fox, M',\n",
       "   ' Eralte, J',\n",
       "   ' Metz, M',\n",
       "   ' Smyth, DS',\n",
       "   ' Panzeca, C',\n",
       "   ' Khan, MI'],\n",
       "  'author_num': 19},\n",
       " 434: {'author_list': ['Olson, JS', ' Nayar-Bhalerao, S'], 'author_num': 2},\n",
       " 435: {'author_list': ['Borman, L', ' Strimel, GJ', ' Krause, L'],\n",
       "  'author_num': 3},\n",
       " 436: {'author_list': ['Rushton, EAC', ' King, H'], 'author_num': 2},\n",
       " 437: {'author_list': ['Li, YP'], 'author_num': 1},\n",
       " 438: {'author_list': ['Diaz, NVM',\n",
       "   ' Barhate, B',\n",
       "   ' Johnston, A',\n",
       "   ' Jabarkhail, S'],\n",
       "  'author_num': 4},\n",
       " 439: {'author_list': ['Chung, CC', ' Huang, SL', ' Cheng, YM', ' Lou, SJ'],\n",
       "  'author_num': 4},\n",
       " 440: {'author_list': ['Hockicko, P', ' Tarjanyiova, G'], 'author_num': 2},\n",
       " 441: {'author_list': ['[Anonymous]'], 'author_num': 1},\n",
       " 442: {'author_list': ['Ho, MT',\n",
       "   ' La, VP',\n",
       "   ' Nguyen, MH',\n",
       "   ' Pham, TH',\n",
       "   ' Vuong, TT',\n",
       "   ' Vuong, HM',\n",
       "   ' Pham, HH',\n",
       "   ' Hoang, AD',\n",
       "   ' Vuong, QH'],\n",
       "  'author_num': 9},\n",
       " 443: {'author_list': ['Tam, HL', ' Chan, AYF', ' Lai, OLH'], 'author_num': 3},\n",
       " 444: {'author_list': ['Valovicova, L',\n",
       "   ' Ondruska, J',\n",
       "   ' Zelenicky, L',\n",
       "   ' Chytry, V',\n",
       "   ' Medova, J'],\n",
       "  'author_num': 5},\n",
       " 445: {'author_list': ['Bassachs, M',\n",
       "   ' Canabate, D',\n",
       "   ' Nogue, L',\n",
       "   ' Serra, T',\n",
       "   ' Bubnys, R',\n",
       "   ' Colomer, J'],\n",
       "  'author_num': 6},\n",
       " 446: {'author_list': ['Gopal, K', ' Salim, NR', ' Ayub, AFM'],\n",
       "  'author_num': 3},\n",
       " 447: {'author_list': ['Fidai, A', ' Capraro, MM', ' Capraro, RM'],\n",
       "  'author_num': 3},\n",
       " 448: {'author_list': ['Ingram, E', ' Keshwani, J'], 'author_num': 2},\n",
       " 449: {'author_list': ['Hempel, B', ' Kiehlbaugh, K', ' Blowers, P'],\n",
       "  'author_num': 3},\n",
       " 450: {'author_list': ['Ralls, D', ' Bianchi, L', ' Choudry, S'],\n",
       "  'author_num': 3},\n",
       " 451: {'author_list': ['Quarderer, NA', ' McDermott, MA'], 'author_num': 2},\n",
       " 452: {'author_list': ['Li, S',\n",
       "   ' Du, HX',\n",
       "   ' Xing, WL',\n",
       "   ' Zheng, J',\n",
       "   ' Chen, GH',\n",
       "   ' Xie, C'],\n",
       "  'author_num': 6},\n",
       " 453: {'author_list': ['Pagano, LC', ' Haden, CA', ' Uttal, DH'],\n",
       "  'author_num': 3},\n",
       " 454: {'author_list': ['Tomblin, D', ' Mogul, N'], 'author_num': 2},\n",
       " 455: {'author_list': ['Smith, DV'], 'author_num': 1},\n",
       " 456: {'author_list': ['Wen, Y'], 'author_num': 1},\n",
       " 457: {'author_list': ['Blustein, DL',\n",
       "   ' Erby, W',\n",
       "   ' Meerkins, T',\n",
       "   ' Soldz, I',\n",
       "   ' Ezema, GN'],\n",
       "  'author_num': 5},\n",
       " 458: {'author_list': ['King, HC',\n",
       "   ' Bella, Z',\n",
       "   ' Lewis, HLJ',\n",
       "   ' Payan, J',\n",
       "   ' Fischer, AJ'],\n",
       "  'author_num': 5},\n",
       " 459: {'author_list': ['Juskeviciene, A', ' Stupuriene, G', ' Jevsikova, T'],\n",
       "  'author_num': 3},\n",
       " 460: {'author_list': ['Rodriguez, AJ', ' Shim, SW'], 'author_num': 2},\n",
       " 461: {'author_list': [\"O'Hara, RM\"], 'author_num': 1},\n",
       " 462: {'author_list': ['Song, H', ' Zhou, MM'], 'author_num': 2},\n",
       " 463: {'author_list': ['Chen, Y', ' Chow, SCF', ' So, WWM'], 'author_num': 3},\n",
       " 464: {'author_list': ['Gonzalez-Nieto, NA',\n",
       "   ' Ching-Chiang, LWC',\n",
       "   ' Fernandez-Cardenas, JM',\n",
       "   ' Reynaga-Pena, CG',\n",
       "   ' Santamaria-Cid-de-Leon, D',\n",
       "   ' Diaz-de-Leon-Lastras, A',\n",
       "   ' Capetillo, AJC'],\n",
       "  'author_num': 7},\n",
       " 465: {'author_list': ['Hardy, EL',\n",
       "   ' Williams, B',\n",
       "   ' Harden, C',\n",
       "   ' Oshinowo, O',\n",
       "   ' Copeland, R',\n",
       "   ' Gee, B',\n",
       "   ' Lam, WA'],\n",
       "  'author_num': 7},\n",
       " 466: {'author_list': ['Wolf, V',\n",
       "   ' Hsiao, V',\n",
       "   ' Rodriguez, B',\n",
       "   ' Min, A',\n",
       "   ' Mayorga, J',\n",
       "   ' Ashcroft, J'],\n",
       "  'author_num': 6},\n",
       " 467: {'author_list': ['Anderson, AE', ' Justement, LB', ' Bruns, HA'],\n",
       "  'author_num': 3},\n",
       " 468: {'author_list': ['Wannapiroon, N', ' Petsangsri, S'], 'author_num': 2},\n",
       " 469: {'author_list': ['Nurtanto, M',\n",
       "   ' Sudira, P',\n",
       "   ' Kholifah, N',\n",
       "   ' Samsudin, A',\n",
       "   ' Warju, W'],\n",
       "  'author_num': 5},\n",
       " 470: {'author_list': ['Thuy, NTT', ' Bien, NV', ' Quy, DX'], 'author_num': 3},\n",
       " 471: {'author_list': ['Sulaeman, NF',\n",
       "   ' Putra, PDA',\n",
       "   ' Mineta, I',\n",
       "   ' Hakamada, H',\n",
       "   ' Takahashi, M',\n",
       "   ' Ide, Y',\n",
       "   ' Kumano, Y'],\n",
       "  'author_num': 7},\n",
       " 472: {'author_list': ['Cervone, D', ' Mercurio, L', ' Lilley, C'],\n",
       "  'author_num': 3},\n",
       " 473: {'author_list': ['Chai, CS', ' Rahmawati, Y', ' Jong, MSY'],\n",
       "  'author_num': 3},\n",
       " 474: {'author_list': ['Christopoulos, A', ' Pellas, N', ' Laakso, MJ'],\n",
       "  'author_num': 3},\n",
       " 475: {'author_list': ['Gonzalez-Tablas, AI',\n",
       "   ' Vasco, MIG',\n",
       "   ' Cascos, I',\n",
       "   ' Palomino, AP'],\n",
       "  'author_num': 4},\n",
       " 476: {'author_list': ['Nguyen, TPL', ' Nguyen, TH', ' Tran, TK'],\n",
       "  'author_num': 3},\n",
       " 477: {'author_list': ['Settlage, J'], 'author_num': 1},\n",
       " 478: {'author_list': ['Lin, Q',\n",
       "   ' Yin, Y',\n",
       "   ' Tang, XD',\n",
       "   ' Hadad, R',\n",
       "   ' Zhai, XM'],\n",
       "  'author_num': 5},\n",
       " 479: {'author_list': ['Evans, T',\n",
       "   ' Klymchuk, S',\n",
       "   ' Murphy, PEL',\n",
       "   ' Novak, J',\n",
       "   ' Stephens, J',\n",
       "   ' Thomas, M'],\n",
       "  'author_num': 6},\n",
       " 480: {'author_list': ['Li, XS', ' Wang, WJ'], 'author_num': 2},\n",
       " 481: {'author_list': ['Robertson, AD',\n",
       "   ' Gray, KE',\n",
       "   ' Lovegren, CE',\n",
       "   ' Killough, KL',\n",
       "   ' Wenzinger, ST'],\n",
       "  'author_num': 5},\n",
       " 482: {'author_list': ['Tsinajinie, G', ' Kirboyun, S', ' Hong, S'],\n",
       "  'author_num': 3},\n",
       " 483: {'author_list': ['Baselga, SV', ' Garrido, OM', ' Buron, HG'],\n",
       "  'author_num': 3},\n",
       " 484: {'author_list': ['Yildirim, B'], 'author_num': 1},\n",
       " 485: {'author_list': ['Ceyhan, GD', ' Tillotson, JW'], 'author_num': 2},\n",
       " 486: {'author_list': ['Maiorca, C', ' Mohr-Schroeder, MJ'], 'author_num': 2},\n",
       " 487: {'author_list': ['Utley, J', ' Ivey, T', ' Cribbs, J'], 'author_num': 3},\n",
       " 488: {'author_list': ['Anwar, S', ' Menekse, M'], 'author_num': 2},\n",
       " 489: {'author_list': ['Conde, MA',\n",
       "   ' Rodriguez-Sedano, FJ',\n",
       "   ' Fernandez-Llamas, C',\n",
       "   ' Goncalves, J',\n",
       "   ' Lima, J',\n",
       "   ' Garcia-Penalvo, FJ'],\n",
       "  'author_num': 6},\n",
       " 490: {'author_list': ['Boeve-de Pauw, J',\n",
       "   ' Ardies, J',\n",
       "   ' Hens, K',\n",
       "   ' Wullemen, A',\n",
       "   ' van de Vyver, Y',\n",
       "   ' Rydant, T',\n",
       "   ' De Spiegeleer, L',\n",
       "   ' Verbraeken, H'],\n",
       "  'author_num': 8},\n",
       " 491: {'author_list': ['Bertram, L'], 'author_num': 1},\n",
       " 492: {'author_list': ['Geesa, RL', ' Stith, KM', ' Rose, MA'],\n",
       "  'author_num': 3},\n",
       " 493: {'author_list': ['Lee, H', ' Ham, H', ' Kwon, H'], 'author_num': 3},\n",
       " 494: {'author_list': ['Sivaraj, R',\n",
       "   ' Ellis, JA',\n",
       "   ' Wieselmann, JR',\n",
       "   ' Roehrig, GH'],\n",
       "  'author_num': 4},\n",
       " 495: {'author_list': ['Tan, MC'], 'author_num': 1},\n",
       " 496: {'author_list': ['Bianchi, N', ' Giorcelli, M'], 'author_num': 2},\n",
       " 497: {'author_list': ['Pellas, N', ' Dengel, A', ' Christopoulos, A'],\n",
       "  'author_num': 3},\n",
       " 498: {'author_list': ['Flemming, A',\n",
       "   ' Phillips, M',\n",
       "   ' Shea, EK',\n",
       "   ' Bolton, A',\n",
       "   ' Lincoln, C',\n",
       "   ' Green, K',\n",
       "   ' Mast, A',\n",
       "   ' Cubeta, MA'],\n",
       "  'author_num': 8},\n",
       " 499: {'author_list': ['Skrimponis, P',\n",
       "   ' Makris, N',\n",
       "   ' Rajguru, SB',\n",
       "   ' Cheng, KR',\n",
       "   ' Ostrometzky, J',\n",
       "   ' Ford, E',\n",
       "   ' Kostic, Z',\n",
       "   ' Zussman, G',\n",
       "   ' Korakis, T'],\n",
       "  'author_num': 9},\n",
       " 500: {'author_list': ['Colon, J',\n",
       "   ' Tiernan, N',\n",
       "   ' Oliphant, S',\n",
       "   ' Shirajee, A',\n",
       "   ' Flickinger, J',\n",
       "   ' Liu, H',\n",
       "   ' Francisco-Ortega, J',\n",
       "   ' Mccartney, M'],\n",
       "  'author_num': 8},\n",
       " 501: {'author_list': ['Hacisalihoglu, G',\n",
       "   ' Stephens, D',\n",
       "   ' Stephens, S',\n",
       "   ' Johnson, L',\n",
       "   ' Edington, M'],\n",
       "  'author_num': 5},\n",
       " 502: {'author_list': ['Owens, DC', ' Petitt, DN', ' Lally, D', ' Forbes, CT'],\n",
       "  'author_num': 4},\n",
       " 503: {'author_list': ['Jeong, JS', ' Gonzalez-Gomez, D', ' Prieto, FY'],\n",
       "  'author_num': 3},\n",
       " 504: {'author_list': ['Lipovetsky, S'], 'author_num': 1},\n",
       " 505: {'author_list': ['Aydin-Gunbatar, S', ' Ekiz-Kiran, B', ' Oztay, ES'],\n",
       "  'author_num': 3},\n",
       " 506: {'author_list': ['Ansong, D',\n",
       "   ' Okumu, M',\n",
       "   ' Albritton, TJ',\n",
       "   ' Bahnuk, EP',\n",
       "   ' Small, E'],\n",
       "  'author_num': 5},\n",
       " 507: {'author_list': ['Evans, T', ' Thomas, MOJ', ' Klymchuk, S'],\n",
       "  'author_num': 3},\n",
       " 508: {'author_list': ['Parker, C',\n",
       "   ' Grigg, J',\n",
       "   \" D'Souza, S\",\n",
       "   ' Mitchell, C',\n",
       "   ' Smith, E'],\n",
       "  'author_num': 5},\n",
       " 509: {'author_list': ['Zhu, XH',\n",
       "   ' Xiong, ZF',\n",
       "   ' Zheng, TY',\n",
       "   ' Li, L',\n",
       "   ' Zhang, LY',\n",
       "   ' Yang, F'],\n",
       "  'author_num': 6},\n",
       " 510: {'author_list': ['Mi, SS', ' Bi, HL', ' Lu, SS'], 'author_num': 3},\n",
       " 511: {'author_list': ['Salmi, HS', ' Thuneberg, H', ' Bogner, FX'],\n",
       "  'author_num': 3},\n",
       " 512: {'author_list': ['Xing, WL',\n",
       "   ' Li, CL',\n",
       "   ' Chen, GH',\n",
       "   ' Huang, XD',\n",
       "   ' Chao, J',\n",
       "   ' Massicotte, J',\n",
       "   ' Xie, C'],\n",
       "  'author_num': 7},\n",
       " 513: {'author_list': ['Mutambara, D', ' Bayaga, A'], 'author_num': 2},\n",
       " 514: {'author_list': ['Wang, LY', ' Chiang, FK'], 'author_num': 2},\n",
       " 515: {'author_list': ['Hughes, R', ' Schellinger, J', ' Roberts, K'],\n",
       "  'author_num': 3},\n",
       " 516: {'author_list': ['Mohan, A', ' Kelly, GJ'], 'author_num': 2},\n",
       " 517: {'author_list': ['Lane, AK',\n",
       "   ' McAlpin, JD',\n",
       "   ' Earl, B',\n",
       "   ' Feola, S',\n",
       "   ' Lewis, JE',\n",
       "   ' Mertens, K',\n",
       "   ' Shadle, SE',\n",
       "   ' Skvoretz, J',\n",
       "   ' Ziker, JP',\n",
       "   ' Couch, BA',\n",
       "   ' Prevost, LB',\n",
       "   ' Stains, M'],\n",
       "  'author_num': 12},\n",
       " 518: {'author_list': ['Shah, N',\n",
       "   ' Christensen, JA',\n",
       "   ' Ortiz, NA',\n",
       "   ' Nguyen, AK',\n",
       "   ' Byun, S',\n",
       "   ' Stroupe, D',\n",
       "   ' Reinholz, DL'],\n",
       "  'author_num': 7},\n",
       " 519: {'author_list': ['Stella, M'], 'author_num': 1},\n",
       " 520: {'author_list': ['Lee, MGJ',\n",
       "   ' Collins, JD',\n",
       "   ' Harwood, SA',\n",
       "   ' Mendenhall, R',\n",
       "   ' Huntt, MB'],\n",
       "  'author_num': 5},\n",
       " 521: {'author_list': ['Dong, Y', ' Wang, J', ' Yang, YY', ' Kurup, PM'],\n",
       "  'author_num': 4},\n",
       " 522: {'author_list': ['Hwang, CS'], 'author_num': 1},\n",
       " 523: {'author_list': ['Wan, ZH', ' Jiang, YS', ' Zhan, Y'], 'author_num': 3},\n",
       " 524: {'author_list': ['Liu, R'], 'author_num': 1},\n",
       " 525: {'author_list': ['Smith, DW',\n",
       "   ' Lampley, SA',\n",
       "   ' Dolan, B',\n",
       "   ' Williams, G',\n",
       "   ' Schleppenbach, D',\n",
       "   ' Blair, M'],\n",
       "  'author_num': 6},\n",
       " 526: {'author_list': ['Dziob, D',\n",
       "   ' Krupinski, M',\n",
       "   ' Wozniak, E',\n",
       "   ' Gabryszewski, R'],\n",
       "  'author_num': 4},\n",
       " 527: {'author_list': ['Hernandez-Sabate, A',\n",
       "   ' Albarracin, L',\n",
       "   ' Sanchez, FJ'],\n",
       "  'author_num': 3},\n",
       " 528: {'author_list': ['Milicic, G', ' Wetzel, S', ' Ludwig, M'],\n",
       "  'author_num': 3},\n",
       " 529: {'author_list': ['Rowe, S', ' Riggio, M', ' De Amicis, R', ' Rowe, SR'],\n",
       "  'author_num': 4},\n",
       " 530: {'author_list': ['Eltanahy, M', ' Forawi, S', ' Mansour, N'],\n",
       "  'author_num': 3},\n",
       " 531: {'author_list': ['Vossen, TE',\n",
       "   ' Tigelaar, EH',\n",
       "   ' Henze, I',\n",
       "   ' De Vries, MJ',\n",
       "   ' Van Driel, JH'],\n",
       "  'author_num': 5},\n",
       " 532: {'author_list': ['Yildirim, B'], 'author_num': 1},\n",
       " 533: {'author_list': ['Yildirim, H', ' Gelmez-Burakgazi, S'],\n",
       "  'author_num': 2},\n",
       " 534: {'author_list': ['Timur, B', ' Belek, F'], 'author_num': 2},\n",
       " 535: {'author_list': ['Stelter, RL', ' Kupersmidt, JB', ' Stump, KN'],\n",
       "  'author_num': 3},\n",
       " 536: {'author_list': ['Fisher, KQ', ' Koretsky, MD'], 'author_num': 2},\n",
       " 537: {'author_list': ['Juskeviciene, A', ' Dagiene, V', ' Dolgopolovas, V'],\n",
       "  'author_num': 3},\n",
       " 538: {'author_list': ['Alade, F',\n",
       "   ' Lauricella, A',\n",
       "   ' Kumar, Y',\n",
       "   ' Wartella, E'],\n",
       "  'author_num': 4},\n",
       " 539: {'author_list': ['Zhou, D',\n",
       "   ' Gomez, R',\n",
       "   ' Wright, N',\n",
       "   ' Rittenbruch, M',\n",
       "   ' Davis, J'],\n",
       "  'author_num': 5},\n",
       " 540: {'author_list': ['Davis, JP',\n",
       "   ' Du, J',\n",
       "   ' Tang, JH',\n",
       "   ' Qiao, L',\n",
       "   ' Liu, YQ',\n",
       "   ' Chiang, FK'],\n",
       "  'author_num': 6},\n",
       " 541: {'author_list': [\"O'Sullivan, S\",\n",
       "   ' Friebe, M',\n",
       "   ' Tonti, WR',\n",
       "   ' Hartnett, M',\n",
       "   ' Castro, M',\n",
       "   ' Pozzo, MI',\n",
       "   ' Nilsiam, Y'],\n",
       "  'author_num': 7},\n",
       " 542: {'author_list': ['Welch, J'], 'author_num': 1},\n",
       " 543: {'author_list': ['Wieselmann, JR',\n",
       "   ' Keratithamkul, K',\n",
       "   ' Dare, EA',\n",
       "   ' Ring-Whalen, EA',\n",
       "   ' Roehrig, GH'],\n",
       "  'author_num': 5},\n",
       " 544: {'author_list': ['Kapon, S', ' Schvartzer, M', ' Peer, T'],\n",
       "  'author_num': 3},\n",
       " 545: {'author_list': ['Sen, C', ' Ay, ZS', ' Kiray, SA'], 'author_num': 3},\n",
       " 546: {'author_list': ['Stewart, F', ' Yeom, M', ' Stewart, A'],\n",
       "  'author_num': 3},\n",
       " 547: {'author_list': ['Caspi, A',\n",
       "   ' Gorsky, P',\n",
       "   ' Nitzani-Hendel, R',\n",
       "   ' Zacharia, ZC',\n",
       "   ' Rosenfeld, S',\n",
       "   ' Berman, S',\n",
       "   ' Shildhouse, B'],\n",
       "  'author_num': 7},\n",
       " 548: {'author_list': ['Falloon, G',\n",
       "   ' Forbes, A',\n",
       "   ' Stevenson, M',\n",
       "   ' Bower, M',\n",
       "   ' Hatzigianni, M'],\n",
       "  'author_num': 5},\n",
       " 549: {'author_list': ['Zhan, XH',\n",
       "   ' Sun, DE',\n",
       "   ' Wan, ZH',\n",
       "   ' Hua, YL',\n",
       "   ' Xu, RR'],\n",
       "  'author_num': 5},\n",
       " 550: {'author_list': ['El Nagdi, M', ' Roehrig, G'], 'author_num': 2},\n",
       " 551: {'author_list': ['Kulturel-Konak, S'], 'author_num': 1},\n",
       " 552: {'author_list': ['Liou, YH', ' Daly, AJ'], 'author_num': 2},\n",
       " 553: {'author_list': ['Fernandez-Martin, FD',\n",
       "   ' Arco-Tirado, JL',\n",
       "   ' Carrillo-Rosua, FJ',\n",
       "   ' Hervas-Torres, M',\n",
       "   ' Ruiz-Hidalgo, JF',\n",
       "   ' Romero-Lopez, C'],\n",
       "  'author_num': 6},\n",
       " 554: {'author_list': ['Wei, WK', ' Maat, SM'], 'author_num': 2},\n",
       " 555: {'author_list': ['Glaze-Crampes, AL'], 'author_num': 1},\n",
       " 556: {'author_list': ['Jesionkowska, J', ' Wild, F', ' Deval, Y'],\n",
       "  'author_num': 3},\n",
       " 557: {'author_list': ['Du Plessis, AE'], 'author_num': 1},\n",
       " 558: {'author_list': ['De Meester, J',\n",
       "   ' Boeve-de Pauw, J',\n",
       "   ' Buyse, MP',\n",
       "   ' Ceuppens, S',\n",
       "   ' De Cock, M',\n",
       "   ' De Loof, H',\n",
       "   ' Goovaerts, L',\n",
       "   ' Hellinckx, L',\n",
       "   ' Knipprath, H',\n",
       "   ' Struyf, A',\n",
       "   ' Thibaut, L',\n",
       "   ' van de Velde, D',\n",
       "   ' Van Petegem, P',\n",
       "   ' Dehaene, W'],\n",
       "  'author_num': 14},\n",
       " 559: {'author_list': ['Yu, KC', ' Wu, PH', ' Fan, SC'], 'author_num': 3},\n",
       " 560: {'author_list': ['Li, S',\n",
       "   ' Chen, GH',\n",
       "   ' Xing, WL',\n",
       "   ' Zheng, J',\n",
       "   ' Xie, C'],\n",
       "  'author_num': 5},\n",
       " 561: {'author_list': ['Black, PN'], 'author_num': 1},\n",
       " 562: {'author_list': ['Shute, V',\n",
       "   ' Rahimi, S',\n",
       "   ' Smith, G',\n",
       "   ' Ke, FF',\n",
       "   ' Almond, R',\n",
       "   ' Dai, CP',\n",
       "   ' Kuba, R',\n",
       "   ' Liu, ZC',\n",
       "   ' Yang, XT',\n",
       "   ' Sun, C'],\n",
       "  'author_num': 10},\n",
       " 563: {'author_list': ['Weng, JY', ' Li, H'], 'author_num': 2},\n",
       " 564: {'author_list': ['Ferrada-Ferrada, C',\n",
       "   ' Carrillo-Rosua, J',\n",
       "   ' Diaz-Levicoy, D',\n",
       "   ' Silva-Diaz, F'],\n",
       "  'author_num': 4},\n",
       " 565: {'author_list': ['York, E', ' Conley, SN'], 'author_num': 2},\n",
       " 566: {'author_list': ['Develaki, M'], 'author_num': 1},\n",
       " 567: {'author_list': ['Wahono, B', ' Lin, PL', ' Chang, CY'],\n",
       "  'author_num': 3},\n",
       " 568: {'author_list': ['Park, W', ' Wu, JY', ' Erduran, S'], 'author_num': 3},\n",
       " 569: {'author_list': ['Hussenius, A'], 'author_num': 1},\n",
       " 570: {'author_list': ['Cetin, M', ' Demircan, HO'], 'author_num': 2},\n",
       " 571: {'author_list': ['Lyon, JA', ' Magana, AJ'], 'author_num': 2},\n",
       " 572: {'author_list': ['Sierra, IM', ' Dziabenko, O', ' Zubia, JG'],\n",
       "  'author_num': 3},\n",
       " 573: {'author_list': ['Sanchez-Martin, J',\n",
       "   ' Corrales-Serrano, M',\n",
       "   ' Luque-Sendra, A',\n",
       "   ' Zamora-Polo, F'],\n",
       "  'author_num': 4},\n",
       " 574: {'author_list': ['Palisoc, CP',\n",
       "   ' Morales, MPE',\n",
       "   ' Avilla, RA',\n",
       "   ' Ayuste, TO',\n",
       "   ' Ramos-Butron, B',\n",
       "   ' Casilla, NA'],\n",
       "  'author_num': 6},\n",
       " 575: {'author_list': ['Dickman, B', ' Nauman, E'], 'author_num': 2},\n",
       " 576: {'author_list': ['Monahan, C',\n",
       "   ' Munakata, M',\n",
       "   ' Vaidya, A',\n",
       "   ' Gandini, S'],\n",
       "  'author_num': 4},\n",
       " 577: {'author_list': ['Nash, AM', ' Peters, AL'], 'author_num': 2},\n",
       " 578: {'author_list': ['Ching-Chiang, LWC', ' Fernandez-Cardenas, JM'],\n",
       "  'author_num': 2},\n",
       " 579: {'author_list': ['Simunovic, M', ' Babarovic, T'], 'author_num': 2},\n",
       " 580: {'author_list': ['Hosbein, KN', ' Barbera, J'], 'author_num': 2},\n",
       " 581: {'author_list': ['Eglash, R',\n",
       "   ' Bennett, A',\n",
       "   ' Babbitt, W',\n",
       "   ' Lachney, M',\n",
       "   ' Reinhardt, M',\n",
       "   ' Hammond-Sowah, D'],\n",
       "  'author_num': 6},\n",
       " 582: {'author_list': ['Ciftci, A', ' Topcu, MS', ' Foulk, JA'],\n",
       "  'author_num': 3},\n",
       " 583: {'author_list': ['Watson, S', ' Williams-Duncan, OM', ' Peters, ML'],\n",
       "  'author_num': 3},\n",
       " 584: {'author_list': ['Roller, SA',\n",
       "   ' Lampley, SA',\n",
       "   ' Dillihunt, ML',\n",
       "   ' Benfield, MPJ',\n",
       "   ' Gholston, SE',\n",
       "   ' Turner, MW',\n",
       "   ' Davis, AM'],\n",
       "  'author_num': 7},\n",
       " 585: {'author_list': ['Keratithamkul, K', ' Kim, JN', ' Roehrig, GH'],\n",
       "  'author_num': 3},\n",
       " 586: {'author_list': ['Elliott, CH'], 'author_num': 1},\n",
       " 587: {'author_list': ['Eisenhart, M', ' Allen, CD'], 'author_num': 2},\n",
       " 588: {'author_list': ['Gao, F', ' Li, L', ' Sun, YY'], 'author_num': 3},\n",
       " 589: {'author_list': ['So, WMW', ' He, QW', ' Chen, Y', ' Chow, CF'],\n",
       "  'author_num': 4},\n",
       " 590: {'author_list': ['Bain, K',\n",
       "   ' Bender, L',\n",
       "   ' Bergeron, P',\n",
       "   ' Caballero, MD',\n",
       "   ' Carmel, JH',\n",
       "   ' Duffy, EM',\n",
       "   ' Ebert-May, D',\n",
       "   ' Fata-Hartley, CL',\n",
       "   ' Herrington, DG',\n",
       "   ' Laverty, JT',\n",
       "   ' Matz, RL',\n",
       "   ' Nelson, PC',\n",
       "   ' Posey, LA',\n",
       "   ' Stoltzfus, JR',\n",
       "   ' Stowe, RL',\n",
       "   ' Sweeder, RD',\n",
       "   ' Tessmer, SH',\n",
       "   ' Underwood, SM',\n",
       "   ' Urban-Lurain, M',\n",
       "   ' Cooper, MM'],\n",
       "  'author_num': 20},\n",
       " 591: {'author_list': ['Smyrnaiou, Z', ' Georgakopoulou, E', ' Sotiriou, S'],\n",
       "  'author_num': 3},\n",
       " 592: {'author_list': ['McComas, WF', ' Burgin, SR'], 'author_num': 2},\n",
       " 593: {'author_list': ['Chiang, FK',\n",
       "   ' Liu, YQ',\n",
       "   ' Feng, XR',\n",
       "   ' Zhuang, YX',\n",
       "   ' Sun, YL'],\n",
       "  'author_num': 5},\n",
       " 594: {'author_list': ['Smith, DH',\n",
       "   ' Hao, Q',\n",
       "   ' Dennen, V',\n",
       "   ' Tsikerdekis, M',\n",
       "   ' Barnes, B',\n",
       "   ' Martin, L',\n",
       "   ' Tresham, N'],\n",
       "  'author_num': 7},\n",
       " 595: {'author_list': ['Wilson, K'], 'author_num': 1},\n",
       " 596: {'author_list': ['Gao, XY', ' Li, PS', ' Shen, J', ' Sun, HF'],\n",
       "  'author_num': 4},\n",
       " 597: {'author_list': ['Smolinsky, L',\n",
       "   ' Marx, BD',\n",
       "   ' Olafsson, G',\n",
       "   ' Ma, YXA'],\n",
       "  'author_num': 4},\n",
       " 598: {'author_list': ['Delahunty, T', ' Seery, N', ' Lynch, R'],\n",
       "  'author_num': 3},\n",
       " 599: {'author_list': ['Li, KC', ' Wong, BTM'], 'author_num': 2},\n",
       " 600: {'author_list': ['Johns, C'], 'author_num': 1},\n",
       " 601: {'author_list': ['Ortiz-Revilla, J', ' Aduriz-Bravo, A', ' Greca, IM'],\n",
       "  'author_num': 3},\n",
       " 602: {'author_list': ['Huang, FX'], 'author_num': 1},\n",
       " 603: {'author_list': ['Watanabe, W',\n",
       "   ' Maruyama, R',\n",
       "   ' Arimoto, H',\n",
       "   ' Tamada, Y'],\n",
       "  'author_num': 4},\n",
       " 604: {'author_list': ['Gafuanov, YY', ' Podnebesova, GB'], 'author_num': 2},\n",
       " 605: {'author_list': ['Boytchev, P', ' Boytcheva, S'], 'author_num': 2},\n",
       " 606: {'author_list': ['Reeves, PM',\n",
       "   ' Bobrownicki, A',\n",
       "   ' Bauer, M',\n",
       "   ' Graham, MJ'],\n",
       "  'author_num': 4},\n",
       " 607: {'author_list': ['Demirbag, C', ' Arikan, S', ' Mugaloglu, EZ'],\n",
       "  'author_num': 3},\n",
       " 608: {'author_list': ['Zhuang, TT', ' Cheung, ACK', ' Tam, W'],\n",
       "  'author_num': 3},\n",
       " 609: {'author_list': ['Macalalag, AZ', ' Johnson, J', ' Lai, MC'],\n",
       "  'author_num': 3},\n",
       " 610: {'author_list': ['Eglash, R',\n",
       "   ' Lachney, M',\n",
       "   ' Babbitt, W',\n",
       "   ' Bennett, A',\n",
       "   ' Reinhardt, M',\n",
       "   ' Davis, J'],\n",
       "  'author_num': 6},\n",
       " 611: {'author_list': ['Jones, RM', ' Cleaver, R'], 'author_num': 2},\n",
       " 612: {'author_list': ['Bautista-Vallejo, JM', ' Hernandez-Carrera, RM'],\n",
       "  'author_num': 2},\n",
       " 613: {'author_list': ['Koyunlu Unlu, Z', ' Dokme, I'], 'author_num': 2},\n",
       " 614: {'author_list': ['St James, AR', ' Campbell, D'], 'author_num': 2},\n",
       " 615: {'author_list': ['Bustamante, AS',\n",
       "   ' Schlesinger, M',\n",
       "   ' Begolli, KN',\n",
       "   ' Golinkoff, RM',\n",
       "   ' Shahidi, N',\n",
       "   ' Zonji, S',\n",
       "   ' Riesen, C',\n",
       "   ' Evans, N',\n",
       "   ' Hirsh-Pasek, K'],\n",
       "  'author_num': 9},\n",
       " 616: {'author_list': ['Hu, CC', ' Yeh, HC', ' Chen, NS'], 'author_num': 3},\n",
       " 617: {'author_list': ['Quinn, CM', ' Reid, JW', ' Gardner, GE'],\n",
       "  'author_num': 3},\n",
       " 618: {'author_list': ['Ozkan, G', ' Topsakal, UU'], 'author_num': 2},\n",
       " 619: {'author_list': ['Pleasants, J'], 'author_num': 1},\n",
       " 620: {'author_list': ['Baselga, SV', ' Garrido, OM', ' Buron, HG'],\n",
       "  'author_num': 3},\n",
       " 621: {'author_list': ['Lee, OH', ' Stephens, A'], 'author_num': 2},\n",
       " 622: {'author_list': ['Sabbah, S', ' Heyd-Metzuyanim, E'], 'author_num': 2},\n",
       " 623: {'author_list': ['Hacioglu, Y', ' Usta, ND'], 'author_num': 2},\n",
       " 624: {'author_list': ['Barnard, M',\n",
       "   ' Dehon, E',\n",
       "   ' Compretta, C',\n",
       "   ' Notebaert, A',\n",
       "   ' Sparkmon, W',\n",
       "   ' Meyer, E',\n",
       "   ' Stray, S',\n",
       "   ' Taylor, J',\n",
       "   ' Sullivan, D',\n",
       "   ' Rockhold, R'],\n",
       "  'author_num': 10},\n",
       " 625: {'author_list': ['Barlow, A',\n",
       "   ' Brown, S',\n",
       "   ' Lutz, B',\n",
       "   ' Pitterson, N',\n",
       "   ' Hunsu, N',\n",
       "   ' Adesope, O'],\n",
       "  'author_num': 6},\n",
       " 626: {'author_list': ['Knekta, E', ' Rowland, AA', ' Corwin, LA', ' Eddy, S'],\n",
       "  'author_num': 4},\n",
       " 627: {'author_list': ['Chen, CC', ' Huang, PH'], 'author_num': 2},\n",
       " 628: {'author_list': ['Quigley, CF', ' Herro, D', ' King, E', ' Plank, H'],\n",
       "  'author_num': 4},\n",
       " 629: {'author_list': ['Schwortz, AC', ' Burrows, AC'], 'author_num': 2},\n",
       " 630: {'author_list': ['Nguyen, HD',\n",
       "   ' Do, NV',\n",
       "   ' Tran, NP',\n",
       "   ' Pham, XH',\n",
       "   ' Pham, VT'],\n",
       "  'author_num': 5},\n",
       " 631: {'author_list': ['Lyon, JA', ' Fennell, HW', ' Magana, AJ'],\n",
       "  'author_num': 3},\n",
       " 632: {'author_list': ['Takeuchi, MA',\n",
       "   ' Sengupta, P',\n",
       "   ' Shanahan, MC',\n",
       "   ' Adams, JD',\n",
       "   ' Hachem, M'],\n",
       "  'author_num': 5},\n",
       " 633: {'author_list': ['Clements, DH', ' Vinh, M', ' Lim, CI', ' Sarama, J'],\n",
       "  'author_num': 4},\n",
       " 634: {'author_list': ['Moen, KC',\n",
       "   ' Beck, MR',\n",
       "   ' Saltzmann, SM',\n",
       "   ' Cowan, TM',\n",
       "   ' Burleigh, LM',\n",
       "   ' Butler, LG',\n",
       "   ' Ramanujam, J',\n",
       "   ' Cohen, AS',\n",
       "   ' Greening, SG'],\n",
       "  'author_num': 9},\n",
       " 635: {'author_list': ['Sondergeld, TA'], 'author_num': 1},\n",
       " 636: {'author_list': ['Nallapothula, D',\n",
       "   ' Lozano, JB',\n",
       "   ' Han, S',\n",
       "   ' Herrera, C',\n",
       "   ' Sayson, HW',\n",
       "   ' Levis-Fitzgerald, M',\n",
       "   ' Maloy, J'],\n",
       "  'author_num': 7},\n",
       " 637: {'author_list': ['Alomari, HW',\n",
       "   ' Ramasamy, V',\n",
       "   ' Kiper, JD',\n",
       "   ' Potvin, G'],\n",
       "  'author_num': 4},\n",
       " 638: {'author_list': ['Kim, JY',\n",
       "   ' Chung, H',\n",
       "   ' Jung, EY',\n",
       "   ' Kim, JO',\n",
       "   ' Lee, TW'],\n",
       "  'author_num': 5},\n",
       " 639: {'author_list': ['Bramstedt, K'], 'author_num': 1},\n",
       " 640: {'author_list': ['Henriksen, D', ' Mishra, P'], 'author_num': 2},\n",
       " 641: {'author_list': ['Ngan, LHM',\n",
       "   ' Hien, NV',\n",
       "   ' Hoang, LH',\n",
       "   ' Hai, ND',\n",
       "   ' Bien, NV'],\n",
       "  'author_num': 5},\n",
       " 642: {'author_list': ['Woods, S', ' Hsu, YC'], 'author_num': 2},\n",
       " 643: {'author_list': ['Wieselmann, JR', ' Roehrig, GH', ' Kim, JN'],\n",
       "  'author_num': 3},\n",
       " 644: {'author_list': ['Bernacki, ML', ' Vosicka, L', ' Utz, JC'],\n",
       "  'author_num': 3},\n",
       " 645: {'author_list': ['Eadkong, T',\n",
       "   ' Pimton, P',\n",
       "   ' Dam-O, P',\n",
       "   ' Channuie, P'],\n",
       "  'author_num': 4},\n",
       " 646: {'author_list': ['Lin, YT', ' Yeh, MKC', ' Hsieh, HL'], 'author_num': 3},\n",
       " 647: {'author_list': ['Barlow, A', ' Brown, S'], 'author_num': 2},\n",
       " 648: {'author_list': ['Li, YP',\n",
       "   ' Wang, K',\n",
       "   ' Xiao, Y',\n",
       "   ' Froyd, JE',\n",
       "   ' Nite, SB'],\n",
       "  'author_num': 5},\n",
       " 649: {'author_list': ['Atit, K', ' Uttal, DH', ' Stieff, M'],\n",
       "  'author_num': 3},\n",
       " 650: {'author_list': ['Denton, M', ' Borrego, M', ' Boklage, A'],\n",
       "  'author_num': 3},\n",
       " 651: {'author_list': ['Leung, A'], 'author_num': 1},\n",
       " 652: {'author_list': ['King, KD',\n",
       "   ' Ochsendorf, RJ',\n",
       "   ' Solomon, GEA',\n",
       "   ' Sloane, FC'],\n",
       "  'author_num': 4},\n",
       " 653: {'author_list': ['Reynante, BM', ' Selbach-Allen, ME', ' Pimentel, DR'],\n",
       "  'author_num': 3},\n",
       " 654: {'author_list': ['Hill, LB'], 'author_num': 1},\n",
       " 655: {'author_list': ['Almukhambetova, A', ' Kuzhabekova, A'],\n",
       "  'author_num': 2},\n",
       " 656: {'author_list': ['Choo, S', ' Park, S', ' Nelson, NJ'], 'author_num': 3},\n",
       " 657: {'author_list': ['Watson, J',\n",
       "   ' Fitzallen, N',\n",
       "   ' English, L',\n",
       "   ' Wright, S'],\n",
       "  'author_num': 4},\n",
       " 658: {'author_list': ['Jones, SZ'], 'author_num': 1},\n",
       " 659: {'author_list': ['Lansiquot, R'], 'author_num': 1},\n",
       " 660: {'author_list': ['Zhu, MN'], 'author_num': 1},\n",
       " 661: {'author_list': ['Hollett, T', ' Vivoni, F'], 'author_num': 2},\n",
       " 662: {'author_list': ['Mateos-Nunez, M',\n",
       "   ' Martinez-Borreguero, G',\n",
       "   ' Naranjo-Correa, FL'],\n",
       "  'author_num': 3},\n",
       " 663: {'author_list': ['Lasica, IE', ' Meletiou-Mavrotheris, M', ' Katzis, K'],\n",
       "  'author_num': 3},\n",
       " 664: {'author_list': ['Petrov, PD', ' Atanasova, TV'], 'author_num': 2},\n",
       " 665: {'author_list': ['Xu, MD', ' Williams, PJ', ' Gu, JJ', ' Zhang, H'],\n",
       "  'author_num': 4},\n",
       " 666: {'author_list': ['Murphy, S'], 'author_num': 1},\n",
       " 667: {'author_list': ['Deeken, C', ' Neumann, I', ' Heinze, A'],\n",
       "  'author_num': 3},\n",
       " 668: {'author_list': ['Chirikov, I',\n",
       "   ' Semenova, T',\n",
       "   ' Maloshonok, N',\n",
       "   ' Bettinger, E',\n",
       "   ' Kizilcec, RF'],\n",
       "  'author_num': 5},\n",
       " 669: {'author_list': ['McNamara, J',\n",
       "   ' Sweetman, S',\n",
       "   ' Connors, P',\n",
       "   ' Lofgren, I',\n",
       "   ' Greene, G'],\n",
       "  'author_num': 5},\n",
       " 670: {'author_list': ['Gdansky, NI',\n",
       "   ' Kulikova, NL',\n",
       "   ' Budnik, AA',\n",
       "   ' Sokolov, IV'],\n",
       "  'author_num': 4},\n",
       " 671: {'author_list': ['Gleason, DW'], 'author_num': 1},\n",
       " 672: {'author_list': ['Jeong, JS', ' Gonzalez-Gomez, D'], 'author_num': 2},\n",
       " 673: {'author_list': ['Hanson, SL', ' Krywult-Albanska, M'], 'author_num': 2},\n",
       " 674: {'author_list': ['Chen, YL', ' Huang, LF', ' Wu, PC'], 'author_num': 3},\n",
       " 675: {'author_list': ['Yildirim, B'], 'author_num': 1},\n",
       " 676: {'author_list': ['Falloon, G',\n",
       "   ' Hatzigianni, M',\n",
       "   ' Bower, M',\n",
       "   ' Forbes, A',\n",
       "   ' Stevenson, M'],\n",
       "  'author_num': 5},\n",
       " 677: {'author_list': ['Cheng, YC', ' So, WWM'], 'author_num': 2},\n",
       " 678: {'author_list': ['Jones, D', ' Lotz, N', ' Holden, G'], 'author_num': 3},\n",
       " 679: {'author_list': ['Fung, CH'], 'author_num': 1},\n",
       " 680: {'author_list': ['Faulconer, EK', ' Wood, B', ' Griffith, JC'],\n",
       "  'author_num': 3},\n",
       " 681: {'author_list': ['Shively, K', ' Hitchens, C', ' Hitchens, N'],\n",
       "  'author_num': 3},\n",
       " 682: {'author_list': ['Simo, VL', ' Lagaron, DC', ' Rodriguez, CS'],\n",
       "  'author_num': 3},\n",
       " 683: {'author_list': ['Li, YP', ' Wang, K', ' Xiao, Y', ' Froyd, JE'],\n",
       "  'author_num': 4},\n",
       " 684: {'author_list': ['Zakariya, YF'], 'author_num': 1},\n",
       " 685: {'author_list': ['Emembolu, I',\n",
       "   ' Padwick, A',\n",
       "   ' Shimwell, J',\n",
       "   ' Sanderson, J',\n",
       "   ' Davenport, C',\n",
       "   ' Strachan, R'],\n",
       "  'author_num': 6},\n",
       " 686: {'author_list': ['Yata, C', ' Ohtani, T', ' Isobe, M'], 'author_num': 3},\n",
       " 687: {'author_list': ['Strawhacker, A',\n",
       "   ' Verish, C',\n",
       "   ' Shaer, O',\n",
       "   ' Bers, M'],\n",
       "  'author_num': 4},\n",
       " 688: {'author_list': ['Mohammadi, A', ' Grosskopf, K', ' Killingsworth, J'],\n",
       "  'author_num': 3},\n",
       " 689: {'author_list': ['Peters-Burton, E'], 'author_num': 1},\n",
       " 690: {'author_list': ['Fan, JY', ' Ye, JH'], 'author_num': 2},\n",
       " 691: {'author_list': ['McKay, B'], 'author_num': 1},\n",
       " 692: {'author_list': ['Hansen, AK', ' Lent, DD', ' Muller, UK', ' Muller, U'],\n",
       "  'author_num': 4},\n",
       " 693: {'author_list': ['Nepeina, K', ' Istomina, N', ' Bykova, O'],\n",
       "  'author_num': 3},\n",
       " 694: {'author_list': ['Conradty, C', ' Sotiriou, SA', ' Bogner, FX'],\n",
       "  'author_num': 3},\n",
       " 695: {'author_list': ['Abdukhakimova, D', ' Xie, YQ'], 'author_num': 2},\n",
       " 696: {'author_list': ['Parker, PD',\n",
       "   ' Van Zanden, B',\n",
       "   ' Marsh, HW',\n",
       "   ' Owen, K',\n",
       "   ' Duineveld, JJ',\n",
       "   ' Noetel, M'],\n",
       "  'author_num': 6},\n",
       " 697: {'author_list': ['Lin, KY',\n",
       "   ' Yu, KC',\n",
       "   ' Hsiao, HS',\n",
       "   ' Chang, YS',\n",
       "   ' Chien, YH'],\n",
       "  'author_num': 5},\n",
       " 698: {'author_list': ['Fadzli, S',\n",
       "   ' Yahaya, J',\n",
       "   ' Deraman, A',\n",
       "   ' Hamdan, AR',\n",
       "   ' Halim, L',\n",
       "   ' Yahaya, NZ',\n",
       "   ' Zahari, MSM',\n",
       "   ' Rais, IAI'],\n",
       "  'author_num': 8},\n",
       " 699: {'author_list': ['Halpin, PA', ' Donahue, AE', ' Johnson, KMS'],\n",
       "  'author_num': 3},\n",
       " 700: {'author_list': ['Fendos, J'], 'author_num': 1},\n",
       " 701: {'author_list': ['Tubb, AL',\n",
       "   ' Cropley, DH',\n",
       "   ' Marrone, RL',\n",
       "   ' Patston, T',\n",
       "   ' Kaufman, JC'],\n",
       "  'author_num': 5},\n",
       " 702: {'author_list': ['Lee, NY', ' Tucker-Kellogg, G'], 'author_num': 2},\n",
       " 703: {'author_list': ['Lysenko, T', ' Wang, QF'], 'author_num': 2},\n",
       " 704: {'author_list': ['Kwok, M',\n",
       "   ' Vela, KN',\n",
       "   ' Rugh, MS',\n",
       "   ' Lincoln, YS',\n",
       "   ' Capraro, RM',\n",
       "   ' Capraro, MM'],\n",
       "  'author_num': 6},\n",
       " 705: {'author_list': ['Altan, EB', ' Tan, S'], 'author_num': 2},\n",
       " 706: {'author_list': ['Tannock, S'], 'author_num': 1},\n",
       " 707: {'author_list': ['Sirakaya, M', ' Sirakaya, DA'], 'author_num': 2},\n",
       " 708: {'author_list': ['Irgens, GA',\n",
       "   ' Dabholkar, S',\n",
       "   ' Bain, C',\n",
       "   ' Woods, P',\n",
       "   ' Hall, K',\n",
       "   ' Swanson, H',\n",
       "   ' Horn, M',\n",
       "   ' Wilensky, U'],\n",
       "  'author_num': 8},\n",
       " 709: {'author_list': ['Borda, E',\n",
       "   ' Schumacher, E',\n",
       "   ' Hanley, D',\n",
       "   ' Geary, E',\n",
       "   ' Warren, S',\n",
       "   ' Ipsen, C',\n",
       "   ' Stredicke, L'],\n",
       "  'author_num': 7},\n",
       " 710: {'author_list': ['Robertson, AD', ' Elliott, LJA'], 'author_num': 2},\n",
       " 711: {'author_list': ['Yannier, N', ' Hudson, SE', ' Koedinger, KR'],\n",
       "  'author_num': 3},\n",
       " 712: {'author_list': ['Khuyen, NTT',\n",
       "   ' Bien, NV',\n",
       "   ' Lin, PL',\n",
       "   ' Lin, J',\n",
       "   ' Chang, CY'],\n",
       "  'author_num': 5},\n",
       " 713: {'author_list': ['Johnson, A', ' Elliott, S'], 'author_num': 2},\n",
       " 714: {'author_list': ['Moore, ME', ' Vega, DM', ' Wiens, KM', ' Caporale, N'],\n",
       "  'author_num': 4},\n",
       " 715: {'author_list': ['Cipollone, K', ' Stich, AE', ' Weis, L'],\n",
       "  'author_num': 3},\n",
       " 716: {'author_list': ['Kim, Y', ' Jeon, J', ' Eom, J', ' Lee, H'],\n",
       "  'author_num': 4},\n",
       " 717: {'author_list': ['Spyropoulou, N',\n",
       "   ' Glaroudis, D',\n",
       "   ' Lossifides, A',\n",
       "   ' Zaharakis, ID'],\n",
       "  'author_num': 4},\n",
       " 718: {'author_list': ['John, TM',\n",
       "   ' Badejo, JA',\n",
       "   ' Popoola, SI',\n",
       "   ' Omole, DO',\n",
       "   ' Odukoya, JA',\n",
       "   ' Ajayi, PO',\n",
       "   ' Aboyade, M',\n",
       "   ' Atayero, AA'],\n",
       "  'author_num': 8},\n",
       " 719: {'author_list': ['Han, N', ' Nam, Y'], 'author_num': 2},\n",
       " 720: {'author_list': ['Chen, BY', ' Bastedo, K', ' Howard, W'],\n",
       "  'author_num': 3},\n",
       " 721: {'author_list': ['Djonko-Moore, CM',\n",
       "   ' Leonard, J',\n",
       "   ' Holifield, Q',\n",
       "   ' Bailey, EB',\n",
       "   ' Almughyirah, SM'],\n",
       "  'author_num': 5},\n",
       " 722: {'author_list': ['Smith, C', ' Watson, J'], 'author_num': 2},\n",
       " 723: {'author_list': ['Cevik, M'], 'author_num': 1},\n",
       " 724: {'author_list': ['Knipprath, H',\n",
       "   ' Thibaut, L',\n",
       "   ' Buyse, MP',\n",
       "   ' Ceuppens, S',\n",
       "   ' De Loof, H',\n",
       "   ' De Meester, J',\n",
       "   ' Goovaerts, L',\n",
       "   ' Struyf, A',\n",
       "   ' Boeve-De Pauw, J',\n",
       "   ' Depaepe, F',\n",
       "   ' Deprez, J',\n",
       "   ' De Cock, M',\n",
       "   ' Hellinckx, L',\n",
       "   ' Langie, G',\n",
       "   ' Struyven, K',\n",
       "   ' Van de Velde, D',\n",
       "   ' Van Petegem, P',\n",
       "   ' Dehaene, W'],\n",
       "  'author_num': 18},\n",
       " 725: {'author_list': ['Wendy'], 'author_num': 1},\n",
       " 726: {'author_list': ['Dyer, RA'], 'author_num': 1},\n",
       " 727: {'author_list': ['Leshner, AI'], 'author_num': 1},\n",
       " 728: {'author_list': ['Cadaret, CN', ' Yates, DT'], 'author_num': 2},\n",
       " 729: {'author_list': ['Kim, NJ', ' Belland, BR', ' Walker, AE'],\n",
       "  'author_num': 3},\n",
       " 730: {'author_list': ['Love, TS', ' Wells, JG'], 'author_num': 2},\n",
       " 731: {'author_list': ['Beymer, PN',\n",
       "   ' Rosenberg, JM',\n",
       "   ' Schmidt, JA',\n",
       "   ' Naftzger, NJ'],\n",
       "  'author_num': 4},\n",
       " 732: {'author_list': ['Ballen, CJ',\n",
       "   ' Thompson, SK',\n",
       "   ' Blum, JE',\n",
       "   ' Newstrom, NP',\n",
       "   ' Cotner, S'],\n",
       "  'author_num': 5},\n",
       " 733: {'author_list': ['Saw, G', ' Chang, CN'], 'author_num': 2},\n",
       " 734: {'author_list': ['Harris, A', ' de Bruin, LR'], 'author_num': 2},\n",
       " 735: {'author_list': ['Lynch, SJ',\n",
       "   ' Burton, EP',\n",
       "   ' Behrend, T',\n",
       "   ' House, A',\n",
       "   ' Ford, M',\n",
       "   ' Spillane, N',\n",
       "   ' Matray, S',\n",
       "   ' Han, E',\n",
       "   ' Means, B'],\n",
       "  'author_num': 9},\n",
       " 736: {'author_list': ['McNeely, CL', ' Fealing, KH'], 'author_num': 2},\n",
       " 737: {'author_list': ['Woodgate, F'], 'author_num': 1},\n",
       " 738: {'author_list': ['Garibay, JC'], 'author_num': 1},\n",
       " 739: {'author_list': ['Fletcher, JD'], 'author_num': 1},\n",
       " 740: {'author_list': ['Auerbach, AJJ', ' Andrews, TC'], 'author_num': 2},\n",
       " 741: {'author_list': ['Craig, SD', ' Graesser, AC', ' Perez, RS'],\n",
       "  'author_num': 3},\n",
       " 742: {'author_list': ['Holmes, K', ' Gore, J', ' Smith, M', ' Lloyd, A'],\n",
       "  'author_num': 4},\n",
       " 743: {'author_list': ['Han, G', ' Martin, RA'], 'author_num': 2},\n",
       " 744: {'author_list': ['Jung, SE', ' Won, ES'], 'author_num': 2},\n",
       " 745: {'author_list': ['Thibaut, L',\n",
       "   ' Knipprath, H',\n",
       "   ' Dehaene, W',\n",
       "   ' Depaepe, F'],\n",
       "  'author_num': 4},\n",
       " 746: {'author_list': ['Romulo, CL',\n",
       "   ' Raoufi, A',\n",
       "   ' Largen, K',\n",
       "   ' Schwebach, JR'],\n",
       "  'author_num': 4},\n",
       " 747: {'author_list': ['Peters-Burton, E'], 'author_num': 1},\n",
       " 748: {'author_list': ['Delahunty, T', ' Seery, N', ' Lynch, R'],\n",
       "  'author_num': 3},\n",
       " 749: {'author_list': ['Malachowski, M'], 'author_num': 1},\n",
       " 750: {'author_list': ['Chaytor, J', ' Karpovich, D', ' Cole, A'],\n",
       "  'author_num': 3},\n",
       " 751: {'author_list': ['Corbo, J',\n",
       "   ' Falkenberg, K',\n",
       "   ' Ngai, C',\n",
       "   ' Pilgrim, M',\n",
       "   ' Quan, G',\n",
       "   ' Reinholz, D',\n",
       "   ' Wise, S'],\n",
       "  'author_num': 7},\n",
       " 752: {'author_list': ['Kelleher, C', ' Turnpenny, B', ' Silva, A'],\n",
       "  'author_num': 3},\n",
       " 753: {'author_list': ['Malachowski, M', ' Karukstis, K'], 'author_num': 2},\n",
       " 754: {'author_list': ['Robinson, L', ' Carlson, P', ' Bishop, GR'],\n",
       "  'author_num': 3},\n",
       " 755: {'author_list': ['Weaver, G'], 'author_num': 1},\n",
       " 756: {'author_list': ['Martin-Ramos, P',\n",
       "   ' Lopes, MJ',\n",
       "   ' da Silva, MML',\n",
       "   ' Gomes, PEB',\n",
       "   ' da Silva, PSP',\n",
       "   ' Domingues, JPP',\n",
       "   ' Silva, MR'],\n",
       "  'author_num': 7},\n",
       " 757: {'author_list': ['Mullet, DR', ' Kettler, T', ' Sabatini, A'],\n",
       "  'author_num': 3},\n",
       " 758: {'author_list': ['Persaud-Sharma, D', ' Burns, J'], 'author_num': 2},\n",
       " 759: {'author_list': ['Ellison, S', ' Allen, B'], 'author_num': 2},\n",
       " 760: {'author_list': ['Mulligan, J',\n",
       "   ' Woolcott, G',\n",
       "   ' Mitchelmore, M',\n",
       "   ' Davis, B'],\n",
       "  'author_num': 4},\n",
       " 761: {'author_list': ['Bazelais, P', ' Doleck, T'], 'author_num': 2},\n",
       " 762: {'author_list': ['Barak, M', ' Assal, M'], 'author_num': 2},\n",
       " 763: {'author_list': ['Vakil, S'], 'author_num': 1},\n",
       " 764: {'author_list': ['Tay, J', ' Salazar, A', ' Lee, H'], 'author_num': 3},\n",
       " 765: {'author_list': ['Ihrig, LM',\n",
       "   ' Lane, E',\n",
       "   ' Mahatmya, D',\n",
       "   ' Assouline, SG'],\n",
       "  'author_num': 4},\n",
       " 766: {'author_list': ['Dare, EA', ' Ellis, JA', ' Roehrig, GH'],\n",
       "  'author_num': 3},\n",
       " 767: {'author_list': ['Schwartz, JSJ'], 'author_num': 1},\n",
       " 768: {'author_list': ['Howie, P'], 'author_num': 1},\n",
       " 769: {'author_list': ['Hill-Cunningham, PR', ' Mott, MS', ' Hunt, AB'],\n",
       "  'author_num': 3},\n",
       " 770: {'author_list': ['Ong, M', ' Smith, JM', ' Ko, LT'], 'author_num': 3},\n",
       " 771: {'author_list': ['Xu, YJ'], 'author_num': 1},\n",
       " 772: {'author_list': ['Jagannathan, R', ' Camasso, MJ', ' Delacalle, M'],\n",
       "  'author_num': 3},\n",
       " 773: {'author_list': ['Young, J', ' Capraro, MM', ' Capraro, R', ' Cason, M'],\n",
       "  'author_num': 4},\n",
       " 774: {'author_list': ['Brace, JL',\n",
       "   ' Baiduc, RR',\n",
       "   ' Drane, DL',\n",
       "   ' Flores, LC',\n",
       "   ' Beitel, GJ',\n",
       "   ' Lo, SM'],\n",
       "  'author_num': 6},\n",
       " 775: {'author_list': ['Anisimova, TI', ' Shatunova, OV', ' Sabirova, FM'],\n",
       "  'author_num': 3},\n",
       " 776: {'author_list': ['Huet, I'], 'author_num': 1},\n",
       " 777: {'author_list': ['Weiner, S', ' Lande, M', ' Jordan, S'],\n",
       "  'author_num': 3},\n",
       " 778: {'author_list': ['Goodnough, K'], 'author_num': 1},\n",
       " 779: {'author_list': ['Essex, J', ' Haxton, K'], 'author_num': 2},\n",
       " 780: {'author_list': ['Fernandez-Limon, C',\n",
       "   ' Fernandez-Cardenas, JM',\n",
       "   ' Galindo, AAG'],\n",
       "  'author_num': 3},\n",
       " 781: {'author_list': ['Paredes, SG'], 'author_num': 1},\n",
       " 782: {'author_list': ['Lamb, R',\n",
       "   ' Annetta, L',\n",
       "   ' Vallett, D',\n",
       "   ' Firestone, J',\n",
       "   ' Schmitter-Edgecombe, M',\n",
       "   ' Walker, H',\n",
       "   ' Deviller, N',\n",
       "   ' Hoston, D'],\n",
       "  'author_num': 8},\n",
       " 783: {'author_list': ['Ridgeway, B', ' Brown, V'], 'author_num': 2},\n",
       " 784: {'author_list': ['Tajmel, T', ' Salzmann, I'], 'author_num': 2},\n",
       " 785: {'author_list': ['Goy, SC',\n",
       "   ' Wong, YL',\n",
       "   ' Low, WY',\n",
       "   ' Noor, SNM',\n",
       "   ' Fazli-Khalaf, Z',\n",
       "   ' Onyeneho, N',\n",
       "   ' Daniel, E',\n",
       "   ' Azizan, S',\n",
       "   ' Hasbullah, M',\n",
       "   ' GinikaUzoigwe, A'],\n",
       "  'author_num': 10},\n",
       " 786: {'author_list': ['Bela, MT'], 'author_num': 1},\n",
       " 787: {'author_list': ['Beason-Abmayr, B', ' Wilson, JS'], 'author_num': 2},\n",
       " 788: {'author_list': ['Marshall, JA', ' Harron, JR'], 'author_num': 2},\n",
       " 789: {'author_list': ['Sardesai, AN',\n",
       "   ' Segel, XM',\n",
       "   ' Baumholtz, MN',\n",
       "   ' Chen, YH',\n",
       "   ' Sun, RH',\n",
       "   ' Schork, BW',\n",
       "   ' Buonocore, R',\n",
       "   ' Wagner, KO',\n",
       "   ' Golecki, HM'],\n",
       "  'author_num': 9},\n",
       " 790: {'author_list': ['Ring-Whalen, E',\n",
       "   ' Dare, E',\n",
       "   ' Roehrig, G',\n",
       "   ' Titu, P',\n",
       "   ' Crotty, E'],\n",
       "  'author_num': 5},\n",
       " 791: {'author_list': ['Gabriel, BFCC',\n",
       "   ' Valente, R',\n",
       "   ' Dias-de-Oliveira, JA',\n",
       "   ' Neto, VFS',\n",
       "   ' De Andrade-Campos, AGD'],\n",
       "  'author_num': 5},\n",
       " 792: {'author_list': ['London, JS',\n",
       "   ' Mckenna, A',\n",
       "   ' Huang, W',\n",
       "   ' Molnar, A',\n",
       "   ' Cruz, SN'],\n",
       "  'author_num': 5},\n",
       " 793: {'author_list': ['London, J'], 'author_num': 1},\n",
       " 794: {'author_list': ['Da Costa, LAC', ' Cabral, TCB', ' Santos, FD'],\n",
       "  'author_num': 3},\n",
       " 795: {'author_list': ['DeCoito, I', ' Myszkal, P'], 'author_num': 2},\n",
       " 796: {'author_list': ['Khanaposhtani, MG',\n",
       "   ' Liu, CJ',\n",
       "   ' Gottesman, BL',\n",
       "   ' Shepardson, D',\n",
       "   ' Pijanowski, B'],\n",
       "  'author_num': 5},\n",
       " 797: {'author_list': ['Vennix, J', ' den Brok, P', ' Taconis, R'],\n",
       "  'author_num': 3},\n",
       " 798: {'author_list': ['Overbey, TA', ' Dotson, DS', ' LaBadie, MM'],\n",
       "  'author_num': 3},\n",
       " 799: {'author_list': ['Bartholomew, SR',\n",
       "   ' Nadelson, LS',\n",
       "   ' Goodridge, WH',\n",
       "   ' Reeve, EM'],\n",
       "  'author_num': 4},\n",
       " 800: {'author_list': ['Ariyo, O',\n",
       "   ' Hagler, A',\n",
       "   ' Armstrong, M',\n",
       "   ' Woodson, HM'],\n",
       "  'author_num': 4},\n",
       " 801: {'author_list': ['Morze, NV', ' Gladun, MA', ' Dziuba, SM'],\n",
       "  'author_num': 3},\n",
       " 802: {'author_list': ['Chen, GA', ' Buell, JY'], 'author_num': 2},\n",
       " 803: {'author_list': ['Schwartz-DuPre, RL', ' Parmett, HM'], 'author_num': 2},\n",
       " 804: {'author_list': ['Cohen, B'], 'author_num': 1},\n",
       " 805: {'author_list': ['York, E'], 'author_num': 1},\n",
       " 806: {'author_list': ['Simunovic, M', ' Ercegovac, IR', ' Burusic, J'],\n",
       "  'author_num': 3},\n",
       " 807: {'author_list': ['Young, AM', ' Wendel, PJ', ' Esson, JM', ' Plank, KM'],\n",
       "  'author_num': 4},\n",
       " 808: {'author_list': ['Zaher, AA', ' Damaj, IW'], 'author_num': 2},\n",
       " 809: {'author_list': ['Ireland, DT',\n",
       "   ' Freeman, KE',\n",
       "   ' Winston-Proctor, CE',\n",
       "   ' DeLaine, KD',\n",
       "   ' Lowe, SM',\n",
       "   ' Woodson, KM'],\n",
       "  'author_num': 6},\n",
       " 810: {'author_list': ['Selwitz, JL',\n",
       "   ' Ahring, B',\n",
       "   ' Garcia-Perez, M',\n",
       "   ' Morrison, J'],\n",
       "  'author_num': 4},\n",
       " 811: {'author_list': ['Jones, LCR',\n",
       "   ' McDermott, HJ',\n",
       "   ' Tyrer, JR',\n",
       "   ' Zanker, NP'],\n",
       "  'author_num': 4},\n",
       " 812: {'author_list': ['Heuring, J'], 'author_num': 1},\n",
       " 813: {'author_list': [\"O'Byrne, WI\",\n",
       "   ' Radakovic, N',\n",
       "   ' Hunter-Doniger, T',\n",
       "   ' Fox, M',\n",
       "   ' Kern, R',\n",
       "   ' Parnell, S'],\n",
       "  'author_num': 6},\n",
       " 814: {'author_list': ['Yildirim, B', ' Sidekli, S'], 'author_num': 2},\n",
       " 815: {'author_list': ['Malhotra, Y'], 'author_num': 1},\n",
       " 816: {'author_list': ['Steele, A', ' Ashworth, EL'], 'author_num': 2},\n",
       " 817: {'author_list': ['Craig, CJ',\n",
       "   ' Verma, R',\n",
       "   ' Stokes, D',\n",
       "   ' Evans, P',\n",
       "   ' Abrol, B'],\n",
       "  'author_num': 5},\n",
       " 818: {'author_list': ['Cukurova, M', ' Bennett, J', ' Abrahams, I'],\n",
       "  'author_num': 3},\n",
       " 819: {'author_list': ['Toma, RB', ' Greca, IM'], 'author_num': 2},\n",
       " 820: {'author_list': ['Barelli, E',\n",
       "   ' Branchetti, L',\n",
       "   ' Tasquier, G',\n",
       "   ' Albertazzi, L',\n",
       "   ' Levrini, O'],\n",
       "  'author_num': 5},\n",
       " 821: {'author_list': ['Jeannis, H',\n",
       "   ' Joseph, J',\n",
       "   ' Goldberg, M',\n",
       "   ' Seelman, K',\n",
       "   ' Schmeler, M',\n",
       "   ' Cooper, RA'],\n",
       "  'author_num': 6},\n",
       " 822: {'author_list': ['Adkins, SJ', ' Rock, RK', ' Morris, JJ'],\n",
       "  'author_num': 3},\n",
       " 823: {'author_list': ['Crawford, MB',\n",
       "   ' Wilson-Kennedy, ZS',\n",
       "   ' Thomas, GA',\n",
       "   ' Gilman, SD',\n",
       "   ' Warner, IM'],\n",
       "  'author_num': 5},\n",
       " 824: {'author_list': ['Burgos, D', ' Corbi, A'], 'author_num': 2},\n",
       " 825: {'author_list': ['Akcaoglu, M',\n",
       "   ' Rosenberg, JM',\n",
       "   ' Ranellucci, J',\n",
       "   ' Schwarz, CV'],\n",
       "  'author_num': 4},\n",
       " 826: {'author_list': ['Fendos, J'], 'author_num': 1},\n",
       " 827: {'author_list': ['Sadler, K', ' Eilam, E', ' Bigger, SW', ' Barry, F'],\n",
       "  'author_num': 4},\n",
       " 828: {'author_list': ['Tsai, HY', ' Chung, CC', ' Lou, SJ'], 'author_num': 3},\n",
       " 829: {'author_list': ['diSessa, AA'], 'author_num': 1},\n",
       " 830: {'author_list': ['Makino, M',\n",
       "   ' Suzuki, K',\n",
       "   ' Takamatsu, K',\n",
       "   ' Shiratori, A',\n",
       "   ' Saito, A',\n",
       "   ' Sakai, K',\n",
       "   ' Furukawa, H'],\n",
       "  'author_num': 7},\n",
       " 831: {'author_list': ['Castro-Felix, E', ' Daniels, H'], 'author_num': 2},\n",
       " 832: {'author_list': ['Aslam, F', ' Adefila, A', ' Bagiya, Y'],\n",
       "  'author_num': 3},\n",
       " 833: {'author_list': ['Watermeyer, R', ' Montgomery, C'], 'author_num': 2},\n",
       " 834: {'author_list': ['Martinez, NPS', ' Rodriguez, EQ'], 'author_num': 2},\n",
       " 835: {'author_list': ['Gilroy, P'], 'author_num': 1},\n",
       " 836: {'author_list': ['Montgomery, C', ' Fernandez-Cardenas, JM'],\n",
       "  'author_num': 2},\n",
       " 837: {'author_list': ['Mestre, JP', ' Cheville, A', ' Herman, GL'],\n",
       "  'author_num': 3},\n",
       " 838: {'author_list': ['Simoniello, C', ' Watson, S'], 'author_num': 2},\n",
       " 839: {'author_list': ['Grout, I'], 'author_num': 1},\n",
       " 840: {'author_list': ['LaForce, M', ' Noble, E', ' Blackwell, C'],\n",
       "  'author_num': 3},\n",
       " 841: {'author_list': ['Hoeg, D', ' Bencze, L'], 'author_num': 2},\n",
       " 842: {'author_list': ['Junaidi, MIM',\n",
       "   ' Zain, SM',\n",
       "   ' Hamid, R',\n",
       "   ' Basri, NEA',\n",
       "   ' Suja, F',\n",
       "   ' Osman, SA',\n",
       "   ' Yasin, RM'],\n",
       "  'author_num': 7},\n",
       " 843: {'author_list': ['Yamagata, H', ' Morita, T'], 'author_num': 2},\n",
       " 844: {'author_list': ['Muramatsu, S',\n",
       "   ' Chugo, D',\n",
       "   ' Yokota, S',\n",
       "   ' Hashimoto, H'],\n",
       "  'author_num': 4},\n",
       " 845: {'author_list': ['Kozan, S',\n",
       "   ' Blustein, DL',\n",
       "   ' Barnett, M',\n",
       "   ' Wong, C',\n",
       "   ' Connors-Kellgren, A',\n",
       "   ' Haley, J',\n",
       "   ' Patchen, A',\n",
       "   ' Olle, C',\n",
       "   ' Diemer, MA',\n",
       "   ' Floyd, A',\n",
       "   ' Tan, RPB',\n",
       "   ' Wan, D'],\n",
       "  'author_num': 12},\n",
       " 846: {'author_list': ['Talanquer, V', ' Pollard, J'], 'author_num': 2},\n",
       " 847: {'author_list': ['Hand, S', ' Rice, L', ' Greenlee, E'],\n",
       "  'author_num': 3},\n",
       " 848: {'author_list': ['Dennin, M',\n",
       "   ' Schultz, ZD',\n",
       "   ' Feig, A',\n",
       "   ' Finkelstein, N',\n",
       "   ' Greenhoot, AF',\n",
       "   ' Hildreth, M',\n",
       "   ' Leibovich, AK',\n",
       "   ' Martin, JD',\n",
       "   ' Moldwin, MB',\n",
       "   \" O'Dowd, DK\",\n",
       "   ' Posey, LA',\n",
       "   ' Smith, TL',\n",
       "   ' Miller, ER'],\n",
       "  'author_num': 13},\n",
       " 849: {'author_list': ['Bazelais, P', ' Doleck, T', ' Lemay, DJ'],\n",
       "  'author_num': 3},\n",
       " 850: {'author_list': ['Kadota, K'], 'author_num': 1},\n",
       " 851: {'author_list': ['Belland, BR', ' Walker, AE', ' Kim, NJ'],\n",
       "  'author_num': 3},\n",
       " 852: {'author_list': ['Sit, SM', ' Brudzinski, MR'], 'author_num': 2},\n",
       " 853: {'author_list': ['Miller, BAK'], 'author_num': 1},\n",
       " 854: {'author_list': ['Wolfmeyer, M', ' Lupinacci, J', ' Chesky, N'],\n",
       "  'author_num': 3},\n",
       " 855: {'author_list': ['McGee, E', ' Bentley, L'], 'author_num': 2},\n",
       " 856: {'author_list': ['Martin-Ramos, P',\n",
       "   ' Lopes, MJ',\n",
       "   ' da Silva, MML',\n",
       "   ' Gomes, PEB',\n",
       "   ' da Silva, PSP',\n",
       "   ' Domingues, JPP',\n",
       "   ' Silva, MR'],\n",
       "  'author_num': 7},\n",
       " 857: {'author_list': ['Wolfmeyer, M', ' Lupinacci, J'], 'author_num': 2},\n",
       " 858: {'author_list': ['Cole, P', \" O'Riley, P\"], 'author_num': 2},\n",
       " 859: {'author_list': ['Enlow, JL', ' Marin, DM', ' Walter, MG'],\n",
       "  'author_num': 3},\n",
       " 860: {'author_list': ['Ziaeefard, S',\n",
       "   ' Miller, MH',\n",
       "   ' Rastgaar, M',\n",
       "   ' Mahmoudian, N'],\n",
       "  'author_num': 4},\n",
       " 861: {'author_list': ['Gilligan, KA', ' Flouri, E', ' Farran, EK'],\n",
       "  'author_num': 3},\n",
       " 862: {'author_list': ['Zellmer, AJ', ' Sherman, A'], 'author_num': 2},\n",
       " 863: {'author_list': ['Aslan-Tutak, F', ' Akaygun, S', ' Tezsezen, S'],\n",
       "  'author_num': 3},\n",
       " 864: {'author_list': ['Balakrishnan, B', ' Azman, MNA'], 'author_num': 2},\n",
       " 865: {'author_list': ['Lantz, C', ' Dede, C'], 'author_num': 2},\n",
       " 866: {'author_list': ['Sublett, C', ' Gottfried, MA'], 'author_num': 2},\n",
       " 867: {'author_list': ['Asik, G', ' Kucuk, ZD', ' Helvaci, B', ' Corlu, MS'],\n",
       "  'author_num': 4},\n",
       " 868: {'author_list': ['Zhou, YS', ' Fan, XT', ' Wei, XX', ' Tai, RH'],\n",
       "  'author_num': 4},\n",
       " 869: {'author_list': ['Hoskins, SG', ' Gottesman, AJ', ' Kenyon, KL'],\n",
       "  'author_num': 3},\n",
       " 870: {'author_list': ['Gagnier, KM',\n",
       "   ' Atit, K',\n",
       "   ' Ormand, CJ',\n",
       "   ' Shipley, TF'],\n",
       "  'author_num': 4},\n",
       " 871: {'author_list': ['Nelson, BC', ' Bowman, C', ' Bowman, J'],\n",
       "  'author_num': 3},\n",
       " 872: {'author_list': ['Boyce, AS'], 'author_num': 1},\n",
       " 873: {'author_list': ['Gasman, M',\n",
       "   ' Nguyen, TH',\n",
       "   ' Samayoa, AC',\n",
       "   ' Corral, D'],\n",
       "  'author_num': 4},\n",
       " 874: {'author_list': ['Outlay, CN', ' Platt, AJ', ' Conroy, K'],\n",
       "  'author_num': 3},\n",
       " 875: {'author_list': ['Hudley, AHC', ' Mallinson, C'], 'author_num': 2},\n",
       " 876: {'author_list': ['Pellas, N',\n",
       "   ' Kazanidis, I',\n",
       "   ' Konstantinou, N',\n",
       "   ' Georgiou, G'],\n",
       "  'author_num': 4},\n",
       " 877: {'author_list': ['Havran, JC',\n",
       "   ' Stowe, KA',\n",
       "   ' Blanchard, TA',\n",
       "   ' Kandl, KL',\n",
       "   ' Kimball, ME',\n",
       "   ' Richter, SC',\n",
       "   ' Swain, HM',\n",
       "   ' Lohrer, FE',\n",
       "   ' Angell, DD',\n",
       "   ' Terhune, TM'],\n",
       "  'author_num': 10},\n",
       " 878: {'author_list': ['Robert, J', ' Carlsen, WS'], 'author_num': 2},\n",
       " 879: {'author_list': ['Means, B',\n",
       "   ' Wang, HW',\n",
       "   ' Wei, X',\n",
       "   ' Lynch, S',\n",
       "   ' Peters, V',\n",
       "   ' Young, V',\n",
       "   ' Allen, C'],\n",
       "  'author_num': 7},\n",
       " 880: {'author_list': ['Anderson, KL',\n",
       "   ' Kaden, U',\n",
       "   ' Druckenmiller, PS',\n",
       "   ' Fowell, S',\n",
       "   ' Spangler, MA',\n",
       "   ' Huettmann, F',\n",
       "   ' Ickert-Bond, SM'],\n",
       "  'author_num': 7},\n",
       " 881: {'author_list': ['Stipanovic, N', ' Woo, H'], 'author_num': 2},\n",
       " 882: {'author_list': ['Aragon, OR', ' Dovidio, JF', ' Graham, MJ'],\n",
       "  'author_num': 3},\n",
       " 883: {'author_list': ['Park, MH',\n",
       "   ' Dimitrov, DM',\n",
       "   ' Patterson, LG',\n",
       "   ' Park, DY'],\n",
       "  'author_num': 4},\n",
       " 884: {'author_list': ['Leshner, A'], 'author_num': 1},\n",
       " 885: {'author_list': ['Yuen, P', ' Lau, CMD', ' Yen, E'], 'author_num': 3},\n",
       " 886: {'author_list': ['Asghar, A',\n",
       "   ' Sladeczek, IE',\n",
       "   ' Mercier, J',\n",
       "   ' Beaudoin, E'],\n",
       "  'author_num': 4},\n",
       " 887: {'author_list': ['Hubbs, NB', ' Parent, KN', ' Stoltzfus, JR'],\n",
       "  'author_num': 3},\n",
       " 888: {'author_list': ['Choi, GY', ' Behm-Morawitz, E'], 'author_num': 2},\n",
       " 889: {'author_list': ['Seel, NM'], 'author_num': 1},\n",
       " 890: {'author_list': ['Jensen, JL',\n",
       "   ' Neeley, S',\n",
       "   ' Hatch, JB',\n",
       "   ' Piorczynski, T'],\n",
       "  'author_num': 4},\n",
       " 891: {'author_list': ['Stanford, C',\n",
       "   ' Cole, R',\n",
       "   ' Froyd, J',\n",
       "   ' Henderson, C',\n",
       "   ' Friedrichsen, D',\n",
       "   ' Khatri, R'],\n",
       "  'author_num': 6},\n",
       " 892: {'author_list': ['Budinski, N'], 'author_num': 1},\n",
       " 893: {'author_list': ['Bicer, A', ' Capraro, RM', ' Capraro, MM'],\n",
       "  'author_num': 3},\n",
       " 894: {'author_list': ['Dolan, EL'], 'author_num': 1},\n",
       " 895: {'author_list': ['Castellanos, J', ' Haya, PA', ' Urquiza-Fuentes, J'],\n",
       "  'author_num': 3},\n",
       " 896: {'author_list': ['Henderson, C',\n",
       "   ' Connolly, M',\n",
       "   ' Dolan, EL',\n",
       "   ' Finkelstein, N',\n",
       "   ' Franklin, S',\n",
       "   ' Malcom, S',\n",
       "   ' Rasmussen, C',\n",
       "   ' Redd, K',\n",
       "   ' St John, K'],\n",
       "  'author_num': 9},\n",
       " 897: {'author_list': ['Dennehy, TC', ' Dasgupta, N'], 'author_num': 2},\n",
       " 898: {'author_list': ['Banerjee, PA'], 'author_num': 1},\n",
       " 899: {'author_list': ['Audette, MA',\n",
       "   ' Jovanovic, VM',\n",
       "   ' Bilgen, O',\n",
       "   ' Arcaute, K',\n",
       "   ' Dean, AW'],\n",
       "  'author_num': 5},\n",
       " 900: {'author_list': ['EL-Deghaidy, H',\n",
       "   ' Mansour, N',\n",
       "   ' Alzaghibi, M',\n",
       "   ' Alhammad, K'],\n",
       "  'author_num': 4},\n",
       " 901: {'author_list': ['Gasman, M',\n",
       "   ' Nguyen, TH',\n",
       "   ' Conrad, CF',\n",
       "   ' Lundberg, T',\n",
       "   ' Commodore, F'],\n",
       "  'author_num': 5},\n",
       " 902: {'author_list': ['Wagner, TP', ' McCormick, K', ' Martinez, DM'],\n",
       "  'author_num': 3},\n",
       " 903: {'author_list': ['Kopcha, TJ',\n",
       "   ' McGregor, J',\n",
       "   ' Shin, S',\n",
       "   ' Qian, Y',\n",
       "   ' Choi, J',\n",
       "   ' Hill, R',\n",
       "   ' Mativo, J',\n",
       "   ' Choi, I'],\n",
       "  'author_num': 8},\n",
       " 904: {'author_list': ['Banerjee, PA'], 'author_num': 1},\n",
       " 905: {'author_list': ['Ertl, B', ' Luttenberger, S', ' Paechter, M'],\n",
       "  'author_num': 3},\n",
       " 906: {'author_list': ['Shahali, EHM',\n",
       "   ' Halim, L',\n",
       "   ' Rasul, MS',\n",
       "   ' Osman, K',\n",
       "   ' Zulkifeli, MA'],\n",
       "  'author_num': 5},\n",
       " 907: {'author_list': ['van der Wal, NJ', ' Bakker, A', ' Drijvers, P'],\n",
       "  'author_num': 3},\n",
       " 908: {'author_list': ['Larson, RC', ' Murray, ME'], 'author_num': 2},\n",
       " 909: {'author_list': ['Abdullah, Z', ' Shukor, NA'], 'author_num': 2},\n",
       " 910: {'author_list': ['Malik, NA'], 'author_num': 1},\n",
       " 911: {'author_list': ['English, LD'], 'author_num': 1},\n",
       " 912: {'author_list': ['Geist, M', ' Steinbach, T'], 'author_num': 2},\n",
       " 913: {'author_list': ['Hu, DL', ' Lefton, L', ' Ludovice, PJ'],\n",
       "  'author_num': 3},\n",
       " 914: {'author_list': ['Perez-Felkneri, L', ' Nix, S', ' Thomas, K'],\n",
       "  'author_num': 3},\n",
       " 915: {'author_list': ['Bell, J'], 'author_num': 1},\n",
       " 916: {'author_list': ['Boleware, M', ' Sharma, A', ' Wiggins, J'],\n",
       "  'author_num': 3},\n",
       " 917: {'author_list': ['Fakayode, S',\n",
       "   ' Tinsley, J',\n",
       "   ' Abiera, VS',\n",
       "   ' Mehta, D',\n",
       "   ' Smith, J',\n",
       "   ' Whitehead, N',\n",
       "   ' Elzey, B',\n",
       "   ' Appah, E'],\n",
       "  'author_num': 8},\n",
       " 918: {'author_list': ['Malachowski, M',\n",
       "   ' Karukstis, K',\n",
       "   ' Osborn, J',\n",
       "   ' Ambos, E'],\n",
       "  'author_num': 4},\n",
       " 919: {'author_list': ['Samudio, B',\n",
       "   ' Lakkis, H',\n",
       "   ' Nicholas, A',\n",
       "   ' Billings, C',\n",
       "   ' Abbott, F',\n",
       "   ' Idrovo, J',\n",
       "   ' Schaffer, J',\n",
       "   ' Mergens, L',\n",
       "   ' Lozancich, M',\n",
       "   ' Kim, P',\n",
       "   ' Yamanishi, T',\n",
       "   ' Kirkevold, T',\n",
       "   ' Lakkis, Y'],\n",
       "  'author_num': 13},\n",
       " 920: {'author_list': ['Kumar, V', ' Sharma, D'], 'author_num': 2},\n",
       " 921: {'author_list': ['Tekerek, M', ' Tekerek, B'], 'author_num': 2},\n",
       " 922: {'author_list': ['Han, S'], 'author_num': 1},\n",
       " 923: {'author_list': ['Karam, R',\n",
       "   ' Pane, JF',\n",
       "   ' Griffin, BA',\n",
       "   ' Robyn, A',\n",
       "   ' Phillips, A',\n",
       "   ' Daugherty, L'],\n",
       "  'author_num': 6},\n",
       " 924: {'author_list': ['Benjamin, TE',\n",
       "   ' Marks, B',\n",
       "   ' Demetrikopoulos, MK',\n",
       "   ' Rose, J',\n",
       "   ' Pollard, E',\n",
       "   ' Thomas, A',\n",
       "   ' Muldrow, LL'],\n",
       "  'author_num': 7},\n",
       " 925: {'author_list': ['Cramer, JM', ' Hamilton, PT'], 'author_num': 2},\n",
       " 926: {'author_list': ['Belland, BR', ' Walker, AE', ' Kim, NJ', ' Lefler, M'],\n",
       "  'author_num': 4},\n",
       " 927: {'author_list': ['Zhurakovsky, VM', ' Baryshnikova, MY', ' Vorov, AB'],\n",
       "  'author_num': 3},\n",
       " 928: {'author_list': ['Yee, SP'], 'author_num': 1},\n",
       " 929: {'author_list': ['Radloff, J', ' Guzey, S'], 'author_num': 2},\n",
       " 930: {'author_list': ['Blackley, S',\n",
       "   ' Sheffield, R',\n",
       "   ' Maynard, N',\n",
       "   ' Koul, R',\n",
       "   ' Walker, R'],\n",
       "  'author_num': 5},\n",
       " 931: {'author_list': ['Frederich, M',\n",
       "   ' Flefel, I',\n",
       "   ' Roese, U',\n",
       "   ' Bymers, L',\n",
       "   ' Zeeman, S'],\n",
       "  'author_num': 5},\n",
       " 932: {'author_list': ['Thomas, VG', ' Parsons, BA'], 'author_num': 2},\n",
       " 933: {'author_list': ['Hains-Wesson, R', ' Young, K'], 'author_num': 2},\n",
       " 934: {'author_list': ['Peng, C', ' Cao, LZ', ' Timalsena, S'],\n",
       "  'author_num': 3},\n",
       " 935: {'author_list': ['Guloy, S',\n",
       "   ' Salimi, F',\n",
       "   ' Cukierman, D',\n",
       "   ' Thompson, DM'],\n",
       "  'author_num': 4},\n",
       " 936: {'author_list': ['Barnes, ME', ' Truong, JM', ' Brownell, SE'],\n",
       "  'author_num': 3},\n",
       " 937: {'author_list': ['Resnick, I',\n",
       "   ' Davatzes, A',\n",
       "   ' Newcombe, NS',\n",
       "   ' Shipley, TF'],\n",
       "  'author_num': 4},\n",
       " 938: {'author_list': ['Gamse, BC', ' Martinez, A', ' Bozzi, L'],\n",
       "  'author_num': 3},\n",
       " 939: {'author_list': ['Salami, MK', ' Makela, CJ', ' de Miranda, MA'],\n",
       "  'author_num': 3},\n",
       " 940: {'author_list': ['McGarr, O', ' Lynch, R'], 'author_num': 2},\n",
       " 941: {'author_list': ['Thurston, LP',\n",
       "   ' Shuman, C',\n",
       "   ' Middendorf, BJ',\n",
       "   ' Johnson, C'],\n",
       "  'author_num': 4},\n",
       " 942: {'author_list': ['Gerber, LC',\n",
       "   ' Calasanz-Kaiser, A',\n",
       "   ' Hyman, L',\n",
       "   ' Voitiuk, K',\n",
       "   ' Patil, U',\n",
       "   ' Riedel-Kruse, IH'],\n",
       "  'author_num': 6},\n",
       " 943: {'author_list': ['Hoeg, DG', ' Bencze, JL'], 'author_num': 2},\n",
       " 944: {'author_list': ['Lee, A'], 'author_num': 1},\n",
       " 945: {'author_list': ['Kutzner, M', ' Pearson, B'], 'author_num': 2},\n",
       " 946: {'author_list': ['Manduca, CA',\n",
       "   ' Iverson, ER',\n",
       "   ' Luxenberg, M',\n",
       "   ' Macdonald, RH',\n",
       "   ' McConnell, DA',\n",
       "   ' Mogk, DW',\n",
       "   ' Tewksbury, BJ'],\n",
       "  'author_num': 7},\n",
       " 947: {'author_list': ['Bodycombe, D'], 'author_num': 1},\n",
       " 948: {'author_list': ['Daniels, G'], 'author_num': 1},\n",
       " 949: {'author_list': ['Boyd, M', ' Tian, SY'], 'author_num': 2},\n",
       " 950: {'author_list': ['Foley, AE',\n",
       "   ' Herts, JB',\n",
       "   ' Borgonovi, F',\n",
       "   ' Guerriero, S',\n",
       "   ' Levine, SC',\n",
       "   ' Beilock, SL'],\n",
       "  'author_num': 6},\n",
       " 951: {'author_list': ['Smyrnova-Trybulska, E',\n",
       "   ' Morze, N',\n",
       "   ' Kommers, P',\n",
       "   ' Zuziak, W',\n",
       "   ' Gladun, M'],\n",
       "  'author_num': 5},\n",
       " 952: {'author_list': ['Berland, LK', ' Steingut, R'], 'author_num': 2},\n",
       " 953: {'author_list': ['Shernoff, DJ',\n",
       "   ' Sinha, S',\n",
       "   ' Bressler, DM',\n",
       "   ' Ginsburg, L'],\n",
       "  'author_num': 4},\n",
       " 954: {'author_list': ['Itzek-Greulich, H', ' Vollmer, C'], 'author_num': 2},\n",
       " 955: {'author_list': ['Ring, EA', ' Dare, EA', ' Crotty, EA', ' Roehrig, GH'],\n",
       "  'author_num': 4},\n",
       " 956: {'author_list': ['Letnikova, G', ' Xu, N'], 'author_num': 2},\n",
       " 957: {'author_list': ['Belardo, C', ' Burrows, AC', ' Dambekalns, L'],\n",
       "  'author_num': 3},\n",
       " 958: {'author_list': ['Chittum, JR',\n",
       "   ' Jones, BD',\n",
       "   ' Akalin, S',\n",
       "   ' Schram, AB'],\n",
       "  'author_num': 4},\n",
       " 959: {'author_list': ['Duodu, E',\n",
       "   ' Noble, J',\n",
       "   ' Yusuf, Y',\n",
       "   ' Garay, C',\n",
       "   ' Bean, C'],\n",
       "  'author_num': 5},\n",
       " 960: {'author_list': ['Estapa, AT', ' Tank, KM'], 'author_num': 2},\n",
       " 961: {'author_list': ['Herro, D',\n",
       "   ' Quigley, C',\n",
       "   ' Andrews, J',\n",
       "   ' Delacruz, G'],\n",
       "  'author_num': 4},\n",
       " 962: {'author_list': ['Hora, MT', ' Oleson, AK'], 'author_num': 2},\n",
       " 963: {'author_list': ['Khatri, R',\n",
       "   ' Henderson, C',\n",
       "   ' Cole, R',\n",
       "   ' Froyd, JE',\n",
       "   ' Friedrichsen, D',\n",
       "   ' Stanford, C'],\n",
       "  'author_num': 6},\n",
       " 964: {'author_list': ['Landrum, RE',\n",
       "   ' Viskupic, K',\n",
       "   ' Shadle, SE',\n",
       "   ' Bullock, D'],\n",
       "  'author_num': 4},\n",
       " 965: {'author_list': ['McConnell, III'], 'author_num': 1},\n",
       " 966: {'author_list': ['McFadden, JR', ' Roehrig, GH'], 'author_num': 2},\n",
       " 967: {'author_list': ['Shadle, SE', ' Marker, A', ' Earl, B'],\n",
       "  'author_num': 3},\n",
       " 968: {'author_list': ['Burte, H',\n",
       "   ' Gardony, AL',\n",
       "   ' Hutton, A',\n",
       "   ' Taylor, HA'],\n",
       "  'author_num': 4},\n",
       " 969: {'author_list': ['Nathan, MJ', ' Walkington, C'], 'author_num': 2},\n",
       " 970: {'author_list': ['Resnick, I',\n",
       "   ' Davatzes, A',\n",
       "   ' Newcombe, NS',\n",
       "   ' Shipley, TF'],\n",
       "  'author_num': 4},\n",
       " 971: {'author_list': ['Simpson, TW', ' Williams, CB', ' Hripko, M'],\n",
       "  'author_num': 3},\n",
       " 972: {'author_list': ['Campbell, C', ' Rolls, J'], 'author_num': 2},\n",
       " 973: {'author_list': ['Linvill, DL', ' Cranmer, GA'], 'author_num': 2},\n",
       " 974: {'author_list': ['Sheffield, R',\n",
       "   ' Koul, R',\n",
       "   ' Blackley, S',\n",
       "   ' Maynard, N'],\n",
       "  'author_num': 4},\n",
       " 975: {'author_list': ['Fitzallen, N', ' Brown, NR'], 'author_num': 2},\n",
       " 976: {'author_list': ['Riley, D'], 'author_num': 1},\n",
       " 977: {'author_list': ['Carter, L'], 'author_num': 1},\n",
       " 978: {'author_list': ['Stryzhak, OY',\n",
       "   ' Slipukhina, IA',\n",
       "   ' Polikhun, NI',\n",
       "   ' Chernetckiy, IS'],\n",
       "  'author_num': 4},\n",
       " 979: {'author_list': ['Bell, D',\n",
       "   ' Wooff, D',\n",
       "   ' McLain, M',\n",
       "   ' Morrison-Love, D'],\n",
       "  'author_num': 4},\n",
       " 980: {'author_list': ['Buxton, C',\n",
       "   ' Harper, S',\n",
       "   ' Payne, YD',\n",
       "   ' Allexsaht-Snider, M'],\n",
       "  'author_num': 4},\n",
       " 981: {'author_list': ['Bullock, EC'], 'author_num': 1},\n",
       " 982: {'author_list': ['Won, SGL', ' Evans, MA', ' Huang, LX'],\n",
       "  'author_num': 3},\n",
       " 983: {'author_list': ['Casas, Y', ' Blanco-Blanco, A'], 'author_num': 2},\n",
       " 984: {'author_list': ['Redman, C'], 'author_num': 1},\n",
       " 985: {'author_list': ['Kordaki, M', ' Berdousis, I'], 'author_num': 2},\n",
       " 986: {'author_list': ['Nemorin, S', ' Selwyn, N'], 'author_num': 2},\n",
       " 987: {'author_list': ['Sengupta, P', ' Shanahan, MC'], 'author_num': 2},\n",
       " 988: {'author_list': ['Musah, RA', ' Ford, M'], 'author_num': 2},\n",
       " 989: {'author_list': ['Fisher, DR', ' Bagiati, A', ' Sarma, S'],\n",
       "  'author_num': 3},\n",
       " 990: {'author_list': ['Hernandez, PR',\n",
       "   ' Estrada, M',\n",
       "   ' Woodcock, A',\n",
       "   ' Schultz, PW'],\n",
       "  'author_num': 4},\n",
       " 991: {'author_list': ['Wang, XL', ' Sun, N', ' Lee, SY', ' Wagner, B'],\n",
       "  'author_num': 4},\n",
       " 992: {'author_list': ['Hansen-Thomas, H', ' Langman, J'], 'author_num': 2},\n",
       " 993: {'author_list': ['Pearson, G'], 'author_num': 1},\n",
       " 994: {'author_list': ['Cavlazoglu, B', ' Stuessy, C'], 'author_num': 2},\n",
       " 995: {'author_list': ['Schnittka, C'], 'author_num': 1},\n",
       " 996: {'author_list': ['Kimmel, H',\n",
       "   ' Hirsch, L',\n",
       "   ' Burr-Alexander, L',\n",
       "   ' Rockland, R'],\n",
       "  'author_num': 4},\n",
       " 997: {'author_list': ['Vidic, AD'], 'author_num': 1},\n",
       " 998: {'author_list': ['Dana-Picard, T', ' Zeitoun, D'], 'author_num': 2},\n",
       " 999: {'author_list': ['Smith, E', ' White, P'], 'author_num': 2},\n",
       " ...}"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "author_dict = {}\n",
    "for k,v in AU_dict.items():\n",
    "    author_dict[k] = {\"author_list\":AU_dict[k],\"author_num\":len(v)}       \n",
    "author_dict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  终 （勿改动，执行即可）回报答题分数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "#终00X （勿改动，执行即可）存入检查数据\n",
    "import PandasCourse as PC\n",
    "PC.dump_answers(locals(),_which_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'你本次考试总分': 120,\n",
       " 'details': {'freq_table_phrase': 20,\n",
       "  'list_split': 20,\n",
       "  'China_list': 20,\n",
       "  '邮编_list': 20,\n",
       "  'PY_count': 20,\n",
       "  'author_dict': 20}}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#终001 （勿改动，执行即可）回报答题分数\n",
    "import PandasCourse as PC\n",
    "\n",
    "score_details = PC.score_answers(locals(), _which_)\n",
    "score_details"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "339.111px"
   },
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
